Face Generation

In this project, you'll use generative adversarial networks to generate new images of faces.

Get the Data

You'll be using two datasets in this project:

  • MNIST
  • CelebA

Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.

If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".

In [1]:
data_dir = './data'

# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper

helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data
Found celeba Data

Explore the Data

MNIST

As you're aware, the MNIST dataset contains images of handwritten digits. You can view the first number of examples by changing show_n_images.

In [2]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot

mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
Out[2]:
<matplotlib.image.AxesImage at 0x10a4914a8>

CelebA

The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.

In [3]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
Out[3]:
<matplotlib.image.AxesImage at 0x10e022630>

Preprocess the Data

Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.

The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).

Build the Neural Network

You'll build the components necessary to build a GANs by implementing the following functions below:

  • model_inputs
  • discriminator
  • generator
  • model_loss
  • model_opt
  • train

Check the Version of TensorFlow and Access to GPU

This will check to make sure you have the correct version of TensorFlow and access to a GPU

In [4]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf

# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer.  You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))

# Check for a GPU
if not tf.test.gpu_device_name():
    warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.3.0
/Users/manopaul/anaconda/envs/deep-learning/lib/python3.6/site-packages/ipykernel_launcher.py:14: UserWarning: No GPU found. Please use a GPU to train your neural network.
  

Input

Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:

  • Real input images placeholder with rank 4 using image_width, image_height, and image_channels.
  • Z input placeholder with rank 2 using z_dim.
  • Learning rate placeholder with rank 0.

Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)

In [5]:
import problem_unittests as tests

def model_inputs(image_width, image_height, image_channels, z_dim):
    """
    Create the model inputs
    :param image_width: The input image width
    :param image_height: The input image height
    :param image_channels: The number of image channels
    :param z_dim: The dimension of Z
    :return: Tuple of (tensor of real input images, tensor of z data, learning rate)
    """
    # TODO: Implement Function
    inputs_real = tf.placeholder(tf.float32, shape=(None, image_width, image_height, image_channels), name='input_real')
    inputs_z = tf.placeholder(tf.float32, shape=(None, z_dim), name='input_z')
    lr = tf.placeholder(tf.float32, shape=(), name='learning_rate')
    return inputs_real, inputs_z, lr 

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed

Discriminator

Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).

In [6]:
def discriminator(images, reuse=False):
    """
    Create the discriminator network
    :param images: Tensor of input image(s)
    :param reuse: Boolean if the weights should be reused
    :return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
    """
    alpha = 0.01
    with tf.variable_scope('discriminator', reuse=reuse):
        # 28x28x3 - starting image dimensions
        # Using Xavier_Initializer as per project reviewer's feedback to break symmetry and make model converge faster
        d_layer1 = tf.layers.conv2d(images, 64,5, strides=2, padding='SAME',
                                   kernel_initializer=tf.contrib.layers.xavier_initializer(uniform=True,
                                                                                          seed=None,
                                                                                          dtype=tf.float32
                                                                                          ))
        relu1 = tf.maximum(alpha * d_layer1, d_layer1)
        # 14x14x64
        
        d_layer2 = tf.layers.conv2d(d_layer1, 128, 5, strides=2, padding='SAME')
        bn2 = tf.layers.batch_normalization(d_layer2, training=True)
        relu2 = tf.maximum(alpha * bn2, bn2)
        # 7x7x128
        
        d_layer3 = tf.layers.conv2d(d_layer2, 256, 5, strides=2, padding='SAME')
        bn3 = tf.layers.batch_normalization(d_layer3, training=True)
        relu3 = tf.maximum(alpha * bn3, bn3)
        # 4x4x256
        
        # Flatten it
        flat = tf.reshape(relu3, (-1, 4*4*256))
        logits = tf.layers.dense(flat, 1)
        out = tf.sigmoid(logits)
        
    return out, logits

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed

Generator

Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.

In [7]:
def generator(z, out_channel_dim, is_train=True):
    """
    Create the generator network
    :param z: Input z
    :param out_channel_dim: The number of channels in the output image
    :param is_train: Boolean if generator is being used for training
    :return: The tensor output of the generator
    """
    
    alpha = 0.01
    with tf.variable_scope('generator', reuse=not is_train):
        # First fully connected layer
        g_layer1 = tf.layers.dense(z, 7*7*256)
        # Reshape it to start the convolutional stack
        g_layer1 = tf.reshape(g_layer1, (-1, 7,7,256))
        g_layer1 = tf.layers.batch_normalization(g_layer1, training=is_train)
        g_layer1 = tf.maximum(alpha * g_layer1, g_layer1)
        # 7x7x256
        
        g_layer2 = tf.layers.conv2d_transpose(g_layer1, 128, 5, strides=2, padding='SAME', 
                                              kernel_initializer=tf.contrib.layers.xavier_initializer(uniform=True,
                                                                                          seed=None,
                                                                                          dtype=tf.float32
                                                                                          ))
        g_layer2 = tf.layers.batch_normalization(g_layer2, training=is_train)
        g_layer2 = tf.maximum(alpha * g_layer2, g_layer2)
        # 14x14x128
        
        g_layer3 = tf.layers.conv2d_transpose(g_layer2, 64, 5, strides=2, padding='SAME')
        g_layer3 = tf.layers.batch_normalization(g_layer3, training=is_train)
        g_layer3 = tf.maximum(alpha * g_layer3, g_layer3)
        # 28x28x64
        
        # Output layer
        logits = tf.layers.conv2d_transpose(g_layer3, out_channel_dim, 5, strides=1, padding='SAME')
        
        out = tf.tanh(logits)
        
    return out


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed

Loss

Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:

  • discriminator(images, reuse=False)
  • generator(z, out_channel_dim, is_train=True)
In [8]:
def model_loss(input_real, input_z, out_channel_dim):
    """
    Get the loss for the discriminator and generator
    :param input_real: Images from the real dataset
    :param input_z: Z input
    :param out_channel_dim: The number of channels in the output image
    :return: A tuple of (discriminator loss, generator loss)
    """
    
    g_model = generator(input_z, out_channel_dim)
    d_model_real, d_logits_real = discriminator(input_real)
    d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)
    
    d_loss_real = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real)))
    d_loss_fake = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))
    
    g_loss = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))
    d_loss = d_loss_real + d_loss_fake
    
    return d_loss, g_loss

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed

Optimization

Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).

In [9]:
def model_opt(d_loss, g_loss, learning_rate, beta1):
    """
    Get optimization operations
    :param d_loss: Discriminator loss Tensor
    :param g_loss: Generator loss Tensor
    :param learning_rate: Learning Rate Placeholder
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :return: A tuple of (discriminator training operation, generator training operation)
    """
    # Get weights and bias to update
    t_vars = tf.trainable_variables()
    d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
    g_vars = [var for var in t_vars if var.name.startswith('generator')]
    
    # Optimize
    with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
        d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
        g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)

    return d_train_opt, g_train_opt

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed

Neural Network Training

Show Output

Use this function to show the current output of the generator during training. It will help you determine how well the GANs is training.

In [10]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np

def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
    """
    Show example output for the generator
    :param sess: TensorFlow session
    :param n_images: Number of Images to display
    :param input_z: Input Z Tensor
    :param out_channel_dim: The number of channels in the output image
    :param image_mode: The mode to use for images ("RGB" or "L")
    """
    cmap = None if image_mode == 'RGB' else 'gray'
    z_dim = input_z.get_shape().as_list()[-1]
    example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])

    samples = sess.run(
        generator(input_z, out_channel_dim, False),
        feed_dict={input_z: example_z})

    images_grid = helper.images_square_grid(samples, image_mode)
    pyplot.imshow(images_grid, cmap=cmap)
    pyplot.show()

Train

Implement train to build and train the GANs. Use the following functions you implemented:

  • model_inputs(image_width, image_height, image_channels, z_dim)
  • model_loss(input_real, input_z, out_channel_dim)
  • model_opt(d_loss, g_loss, learning_rate, beta1)

Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.

In [11]:
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
    """
    Train the GAN
    :param epoch_count: Number of epochs
    :param batch_size: Batch Size
    :param z_dim: Z dimension
    :param learning_rate: Learning Rate
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :param get_batches: Function to get batches
    :param data_shape: Shape of the data
    :param data_image_mode: The image mode to use for images ("RGB" or "L")
    """
    
    data_image_mode="RGB"
    image_width = data_shape[1]
    image_height = data_shape[2]
    image_depth = data_shape[3]
    
    input_real, input_z, lr = model_inputs(image_width, image_height, image_depth, z_dim)
    d_loss, g_loss = model_loss(input_real, input_z, image_depth)
    d_opt, g_opt = model_opt(d_loss, g_loss, learning_rate, beta1)
    
    saver = tf.train.Saver()
    
    samples, losses = [], []
    steps = 0
    print_every = 10
    show_every = 100
    
    with tf.Session() as sess:
        sess.run(tf.global_variables_initializer())
        for epoch_i in range(epoch_count):
            for batch_images in get_batches(batch_size):
                batch_images *= 2
                steps += 1
                
                # Sample random noise for Generator
                batch_z = np.random.uniform(-1,1,size=(batch_size, z_dim))

                # Run optimizers
                _ = sess.run(d_opt, feed_dict={input_real: batch_images, input_z: batch_z, lr:learning_rate})
                _ = sess.run(g_opt, feed_dict={input_real: batch_images, input_z: batch_z, lr:learning_rate})
                
                if steps % print_every == 0:
                    # Print losses at end of each epoch
                    train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images})
                    train_loss_g = g_loss.eval({input_z: batch_z})

                    print("Epoch {}/{}...".format(epoch_i+1, epoch_count),
                          "Discriminator Loss: {:.4f}...".format(train_loss_d),
                          "Generator Loss: {:.4f}".format(train_loss_g))
                    # Save losses to view after training
                    losses.append((train_loss_d, train_loss_g))

                if steps % show_every == 0:
                    if image_depth == 1:
                            data_image_mode= "L"
                    show_generator_output(sess, 25, input_z, image_depth, data_image_mode)
        
        saver.save(sess, './checkpoints/generator.ckpt')

    return losses

MNIST

Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.

In [12]:
batch_size = 16 #128
z_dim = 100
learning_rate = 0.0007
beta1 = 0.2

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2

mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
          mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 5.5389... Generator Loss: 0.0050
Epoch 1/2... Discriminator Loss: 0.0053... Generator Loss: 18.2402
Epoch 1/2... Discriminator Loss: 0.4529... Generator Loss: 1.0187
Epoch 1/2... Discriminator Loss: 0.0088... Generator Loss: 11.4992
Epoch 1/2... Discriminator Loss: 0.0008... Generator Loss: 8.8445
Epoch 1/2... Discriminator Loss: 0.0229... Generator Loss: 7.9375
Epoch 1/2... Discriminator Loss: 0.0130... Generator Loss: 6.0877
Epoch 1/2... Discriminator Loss: 0.0135... Generator Loss: 10.2666
Epoch 1/2... Discriminator Loss: 0.1101... Generator Loss: 3.0463
Epoch 1/2... Discriminator Loss: 1.6547... Generator Loss: 3.1057
Epoch 1/2... Discriminator Loss: 0.8837... Generator Loss: 1.1439
Epoch 1/2... Discriminator Loss: 1.8704... Generator Loss: 3.7286
Epoch 1/2... Discriminator Loss: 0.4294... Generator Loss: 1.4675
Epoch 1/2... Discriminator Loss: 2.1306... Generator Loss: 0.2455
Epoch 1/2... Discriminator Loss: 1.2016... Generator Loss: 1.0792
Epoch 1/2... Discriminator Loss: 1.1558... Generator Loss: 2.5875
Epoch 1/2... Discriminator Loss: 2.0068... Generator Loss: 0.2337
Epoch 1/2... Discriminator Loss: 1.4287... Generator Loss: 1.4837
Epoch 1/2... Discriminator Loss: 0.8860... Generator Loss: 1.0028
Epoch 1/2... Discriminator Loss: 1.0931... Generator Loss: 1.1276
Epoch 1/2... Discriminator Loss: 0.7919... Generator Loss: 1.0353
Epoch 1/2... Discriminator Loss: 1.4405... Generator Loss: 1.4878
Epoch 1/2... Discriminator Loss: 1.2231... Generator Loss: 0.6028
Epoch 1/2... Discriminator Loss: 1.5101... Generator Loss: 0.4049
Epoch 1/2... Discriminator Loss: 0.5757... Generator Loss: 1.5060
Epoch 1/2... Discriminator Loss: 1.4311... Generator Loss: 0.5073
Epoch 1/2... Discriminator Loss: 1.4060... Generator Loss: 0.5260
Epoch 1/2... Discriminator Loss: 1.1860... Generator Loss: 0.9695
Epoch 1/2... Discriminator Loss: 0.9724... Generator Loss: 1.6295
Epoch 1/2... Discriminator Loss: 0.7166... Generator Loss: 1.3182
Epoch 1/2... Discriminator Loss: 0.8442... Generator Loss: 1.4248
Epoch 1/2... Discriminator Loss: 1.1751... Generator Loss: 0.5674
Epoch 1/2... Discriminator Loss: 1.1402... Generator Loss: 1.0685
Epoch 1/2... Discriminator Loss: 1.1118... Generator Loss: 0.5944
Epoch 1/2... Discriminator Loss: 0.8627... Generator Loss: 0.9046
Epoch 1/2... Discriminator Loss: 0.6163... Generator Loss: 1.1750
Epoch 1/2... Discriminator Loss: 0.7427... Generator Loss: 1.2468
Epoch 1/2... Discriminator Loss: 0.3156... Generator Loss: 1.8109
Epoch 1/2... Discriminator Loss: 1.1730... Generator Loss: 0.7663
Epoch 1/2... Discriminator Loss: 1.1285... Generator Loss: 0.7607
Epoch 1/2... Discriminator Loss: 1.3182... Generator Loss: 1.6695
Epoch 1/2... Discriminator Loss: 0.5718... Generator Loss: 3.5163
Epoch 1/2... Discriminator Loss: 0.6861... Generator Loss: 1.3908
Epoch 1/2... Discriminator Loss: 1.3848... Generator Loss: 0.8102
Epoch 1/2... Discriminator Loss: 1.0405... Generator Loss: 0.6887
Epoch 1/2... Discriminator Loss: 0.7373... Generator Loss: 1.0553
Epoch 1/2... Discriminator Loss: 0.8033... Generator Loss: 1.0434
Epoch 1/2... Discriminator Loss: 0.9273... Generator Loss: 1.0104
Epoch 1/2... Discriminator Loss: 1.0600... Generator Loss: 0.9506
Epoch 1/2... Discriminator Loss: 1.1892... Generator Loss: 0.6743
Epoch 1/2... Discriminator Loss: 1.5196... Generator Loss: 0.3431
Epoch 1/2... Discriminator Loss: 1.2578... Generator Loss: 0.5336
Epoch 1/2... Discriminator Loss: 1.2854... Generator Loss: 0.9542
Epoch 1/2... Discriminator Loss: 1.1677... Generator Loss: 0.7850
Epoch 1/2... Discriminator Loss: 1.4443... Generator Loss: 0.3496
Epoch 1/2... Discriminator Loss: 1.5232... Generator Loss: 0.3617
Epoch 1/2... Discriminator Loss: 1.3911... Generator Loss: 0.5247
Epoch 1/2... Discriminator Loss: 1.4093... Generator Loss: 1.0273
Epoch 1/2... Discriminator Loss: 1.3137... Generator Loss: 0.8657
Epoch 1/2... Discriminator Loss: 1.6281... Generator Loss: 0.3188
Epoch 1/2... Discriminator Loss: 1.4284... Generator Loss: 0.5458
Epoch 1/2... Discriminator Loss: 1.4792... Generator Loss: 0.3791
Epoch 1/2... Discriminator Loss: 1.2636... Generator Loss: 0.5539
Epoch 1/2... Discriminator Loss: 1.2639... Generator Loss: 0.5473
Epoch 1/2... Discriminator Loss: 1.3434... Generator Loss: 0.7846
Epoch 1/2... Discriminator Loss: 1.2200... Generator Loss: 0.6634
Epoch 1/2... Discriminator Loss: 1.3403... Generator Loss: 0.9073
Epoch 1/2... Discriminator Loss: 1.5719... Generator Loss: 0.4359
Epoch 1/2... Discriminator Loss: 1.3885... Generator Loss: 0.3853
Epoch 1/2... Discriminator Loss: 1.3959... Generator Loss: 0.9921
Epoch 1/2... Discriminator Loss: 1.2929... Generator Loss: 0.7058
Epoch 1/2... Discriminator Loss: 1.2866... Generator Loss: 0.7850
Epoch 1/2... Discriminator Loss: 1.2225... Generator Loss: 0.5631
Epoch 1/2... Discriminator Loss: 1.2411... Generator Loss: 0.5707
Epoch 1/2... Discriminator Loss: 1.1444... Generator Loss: 0.6377
Epoch 1/2... Discriminator Loss: 1.1946... Generator Loss: 0.9449
Epoch 1/2... Discriminator Loss: 1.2710... Generator Loss: 0.5938
Epoch 1/2... Discriminator Loss: 1.3287... Generator Loss: 0.6703
Epoch 1/2... Discriminator Loss: 1.4905... Generator Loss: 0.4416
Epoch 1/2... Discriminator Loss: 1.2427... Generator Loss: 0.7019
Epoch 1/2... Discriminator Loss: 1.3075... Generator Loss: 0.5688
Epoch 1/2... Discriminator Loss: 1.3968... Generator Loss: 0.6447
Epoch 1/2... Discriminator Loss: 1.3008... Generator Loss: 0.5287
Epoch 1/2... Discriminator Loss: 1.4225... Generator Loss: 0.5263
Epoch 1/2... Discriminator Loss: 1.2528... Generator Loss: 0.8759
Epoch 1/2... Discriminator Loss: 1.2593... Generator Loss: 0.6644
Epoch 1/2... Discriminator Loss: 1.4722... Generator Loss: 0.3953
Epoch 1/2... Discriminator Loss: 1.1274... Generator Loss: 0.6094
Epoch 1/2... Discriminator Loss: 1.1568... Generator Loss: 1.1037
Epoch 1/2... Discriminator Loss: 1.5150... Generator Loss: 0.3869
Epoch 1/2... Discriminator Loss: 1.7178... Generator Loss: 0.3036
Epoch 1/2... Discriminator Loss: 1.4656... Generator Loss: 0.4533
Epoch 1/2... Discriminator Loss: 1.3918... Generator Loss: 0.5606
Epoch 1/2... Discriminator Loss: 1.2758... Generator Loss: 0.5907
Epoch 1/2... Discriminator Loss: 1.2461... Generator Loss: 0.6929
Epoch 1/2... Discriminator Loss: 1.3940... Generator Loss: 0.4992
Epoch 1/2... Discriminator Loss: 1.3135... Generator Loss: 0.6115
Epoch 1/2... Discriminator Loss: 1.4955... Generator Loss: 0.4284
Epoch 1/2... Discriminator Loss: 1.3825... Generator Loss: 0.5183
Epoch 1/2... Discriminator Loss: 1.5659... Generator Loss: 0.3219
Epoch 1/2... Discriminator Loss: 1.3770... Generator Loss: 0.5103
Epoch 1/2... Discriminator Loss: 1.4404... Generator Loss: 0.7175
Epoch 1/2... Discriminator Loss: 1.2057... Generator Loss: 0.7359
Epoch 1/2... Discriminator Loss: 1.2695... Generator Loss: 0.6276
Epoch 1/2... Discriminator Loss: 1.4069... Generator Loss: 0.5734
Epoch 1/2... Discriminator Loss: 1.4484... Generator Loss: 0.5327
Epoch 1/2... Discriminator Loss: 1.2023... Generator Loss: 0.7830
Epoch 1/2... Discriminator Loss: 1.3600... Generator Loss: 0.5405
Epoch 1/2... Discriminator Loss: 1.3121... Generator Loss: 0.5284
Epoch 1/2... Discriminator Loss: 1.3817... Generator Loss: 0.5457
Epoch 1/2... Discriminator Loss: 1.2842... Generator Loss: 0.6333
Epoch 1/2... Discriminator Loss: 1.2714... Generator Loss: 0.5813
Epoch 1/2... Discriminator Loss: 1.4668... Generator Loss: 0.5151
Epoch 1/2... Discriminator Loss: 1.3089... Generator Loss: 0.5545
Epoch 1/2... Discriminator Loss: 1.2844... Generator Loss: 0.6213
Epoch 1/2... Discriminator Loss: 1.3885... Generator Loss: 0.7595
Epoch 1/2... Discriminator Loss: 1.2619... Generator Loss: 0.5774
Epoch 1/2... Discriminator Loss: 1.4141... Generator Loss: 0.5047
Epoch 1/2... Discriminator Loss: 1.2133... Generator Loss: 0.6983
Epoch 1/2... Discriminator Loss: 1.1980... Generator Loss: 0.6387
Epoch 1/2... Discriminator Loss: 1.4108... Generator Loss: 0.4774
Epoch 1/2... Discriminator Loss: 1.7004... Generator Loss: 0.2821
Epoch 1/2... Discriminator Loss: 1.1222... Generator Loss: 0.9536
Epoch 1/2... Discriminator Loss: 1.3634... Generator Loss: 0.4957
Epoch 1/2... Discriminator Loss: 1.3662... Generator Loss: 0.6463
Epoch 1/2... Discriminator Loss: 1.2981... Generator Loss: 0.7026
Epoch 1/2... Discriminator Loss: 1.2817... Generator Loss: 0.6833
Epoch 1/2... Discriminator Loss: 1.4232... Generator Loss: 0.5756
Epoch 1/2... Discriminator Loss: 1.4226... Generator Loss: 0.7343
Epoch 1/2... Discriminator Loss: 1.5141... Generator Loss: 0.4570
Epoch 1/2... Discriminator Loss: 1.2936... Generator Loss: 0.6478
Epoch 1/2... Discriminator Loss: 1.2927... Generator Loss: 0.7094
Epoch 1/2... Discriminator Loss: 1.1780... Generator Loss: 0.6866
Epoch 1/2... Discriminator Loss: 1.3027... Generator Loss: 0.4953
Epoch 1/2... Discriminator Loss: 1.4091... Generator Loss: 0.4448
Epoch 1/2... Discriminator Loss: 1.2187... Generator Loss: 0.6629
Epoch 1/2... Discriminator Loss: 1.3417... Generator Loss: 0.6070
Epoch 1/2... Discriminator Loss: 1.1785... Generator Loss: 0.6570
Epoch 1/2... Discriminator Loss: 1.4422... Generator Loss: 0.5836
Epoch 1/2... Discriminator Loss: 1.4105... Generator Loss: 0.4263
Epoch 1/2... Discriminator Loss: 1.2478... Generator Loss: 0.5356
Epoch 1/2... Discriminator Loss: 1.4525... Generator Loss: 0.4754
Epoch 1/2... Discriminator Loss: 1.3950... Generator Loss: 0.4708
Epoch 1/2... Discriminator Loss: 1.3821... Generator Loss: 0.7901
Epoch 1/2... Discriminator Loss: 1.3146... Generator Loss: 0.8338
Epoch 1/2... Discriminator Loss: 1.4350... Generator Loss: 0.4905
Epoch 1/2... Discriminator Loss: 1.5368... Generator Loss: 0.4174
Epoch 1/2... Discriminator Loss: 1.2173... Generator Loss: 0.7686
Epoch 1/2... Discriminator Loss: 1.1972... Generator Loss: 0.7520
Epoch 1/2... Discriminator Loss: 1.4103... Generator Loss: 0.4973
Epoch 1/2... Discriminator Loss: 1.3436... Generator Loss: 0.4718
Epoch 1/2... Discriminator Loss: 1.2534... Generator Loss: 0.6523
Epoch 1/2... Discriminator Loss: 1.2550... Generator Loss: 0.5209
Epoch 1/2... Discriminator Loss: 1.0954... Generator Loss: 0.8693
Epoch 1/2... Discriminator Loss: 1.3887... Generator Loss: 0.6820
Epoch 1/2... Discriminator Loss: 1.2469... Generator Loss: 0.5678
Epoch 1/2... Discriminator Loss: 1.4049... Generator Loss: 0.5190
Epoch 1/2... Discriminator Loss: 1.3404... Generator Loss: 0.4833
Epoch 1/2... Discriminator Loss: 1.2427... Generator Loss: 0.5435
Epoch 1/2... Discriminator Loss: 1.4570... Generator Loss: 0.6610
Epoch 1/2... Discriminator Loss: 1.3683... Generator Loss: 0.5528
Epoch 1/2... Discriminator Loss: 1.3148... Generator Loss: 0.5690
Epoch 1/2... Discriminator Loss: 1.2453... Generator Loss: 0.6518
Epoch 1/2... Discriminator Loss: 1.3505... Generator Loss: 0.6548
Epoch 1/2... Discriminator Loss: 1.3106... Generator Loss: 0.8059
Epoch 1/2... Discriminator Loss: 1.4751... Generator Loss: 0.5883
Epoch 1/2... Discriminator Loss: 1.2395... Generator Loss: 0.5916
Epoch 1/2... Discriminator Loss: 1.5113... Generator Loss: 0.6367
Epoch 1/2... Discriminator Loss: 1.3665... Generator Loss: 0.5994
Epoch 1/2... Discriminator Loss: 1.2155... Generator Loss: 0.7740
Epoch 1/2... Discriminator Loss: 1.2063... Generator Loss: 0.8264
Epoch 1/2... Discriminator Loss: 1.2714... Generator Loss: 0.6460
Epoch 1/2... Discriminator Loss: 1.0527... Generator Loss: 0.8017
Epoch 1/2... Discriminator Loss: 1.3569... Generator Loss: 0.6048
Epoch 1/2... Discriminator Loss: 1.2892... Generator Loss: 0.6387
Epoch 1/2... Discriminator Loss: 1.2949... Generator Loss: 1.0381
Epoch 1/2... Discriminator Loss: 1.3516... Generator Loss: 0.9501
Epoch 1/2... Discriminator Loss: 1.4000... Generator Loss: 0.4720
Epoch 1/2... Discriminator Loss: 1.3921... Generator Loss: 0.4683
Epoch 1/2... Discriminator Loss: 1.1627... Generator Loss: 0.8965
Epoch 1/2... Discriminator Loss: 1.3651... Generator Loss: 0.5559
Epoch 1/2... Discriminator Loss: 1.3433... Generator Loss: 0.5193
Epoch 1/2... Discriminator Loss: 1.3440... Generator Loss: 0.8142
Epoch 1/2... Discriminator Loss: 1.3733... Generator Loss: 0.4994
Epoch 1/2... Discriminator Loss: 1.2225... Generator Loss: 0.6523
Epoch 1/2... Discriminator Loss: 1.3261... Generator Loss: 0.6450
Epoch 1/2... Discriminator Loss: 1.3626... Generator Loss: 0.5504
Epoch 1/2... Discriminator Loss: 1.2891... Generator Loss: 0.5940
Epoch 1/2... Discriminator Loss: 1.2483... Generator Loss: 0.6332
Epoch 1/2... Discriminator Loss: 1.4344... Generator Loss: 0.6330
Epoch 1/2... Discriminator Loss: 1.5309... Generator Loss: 0.4869
Epoch 1/2... Discriminator Loss: 1.2206... Generator Loss: 0.7059
Epoch 1/2... Discriminator Loss: 1.3770... Generator Loss: 0.5228
Epoch 1/2... Discriminator Loss: 1.2123... Generator Loss: 0.7199
Epoch 1/2... Discriminator Loss: 1.3124... Generator Loss: 0.6132
Epoch 1/2... Discriminator Loss: 1.4150... Generator Loss: 0.4893
Epoch 1/2... Discriminator Loss: 1.5226... Generator Loss: 0.3597
Epoch 1/2... Discriminator Loss: 1.3278... Generator Loss: 0.5622
Epoch 1/2... Discriminator Loss: 1.3705... Generator Loss: 0.5511
Epoch 1/2... Discriminator Loss: 1.2961... Generator Loss: 0.6314
Epoch 1/2... Discriminator Loss: 1.3032... Generator Loss: 0.5847
Epoch 1/2... Discriminator Loss: 1.4208... Generator Loss: 0.6457
Epoch 1/2... Discriminator Loss: 1.3701... Generator Loss: 0.7428
Epoch 1/2... Discriminator Loss: 1.3001... Generator Loss: 0.8289
Epoch 1/2... Discriminator Loss: 1.3932... Generator Loss: 0.6195
Epoch 1/2... Discriminator Loss: 1.2439... Generator Loss: 0.6114
Epoch 1/2... Discriminator Loss: 1.3130... Generator Loss: 0.6478
Epoch 1/2... Discriminator Loss: 1.3433... Generator Loss: 0.5003
Epoch 1/2... Discriminator Loss: 1.4650... Generator Loss: 0.5947
Epoch 1/2... Discriminator Loss: 1.3692... Generator Loss: 0.4702
Epoch 1/2... Discriminator Loss: 1.4214... Generator Loss: 0.6549
Epoch 1/2... Discriminator Loss: 1.3729... Generator Loss: 0.6377
Epoch 1/2... Discriminator Loss: 1.3127... Generator Loss: 0.7096
Epoch 1/2... Discriminator Loss: 1.0573... Generator Loss: 0.7111
Epoch 1/2... Discriminator Loss: 1.5665... Generator Loss: 0.3708
Epoch 1/2... Discriminator Loss: 1.2965... Generator Loss: 0.5966
Epoch 1/2... Discriminator Loss: 1.3927... Generator Loss: 0.4882
Epoch 1/2... Discriminator Loss: 1.3454... Generator Loss: 0.5727
Epoch 1/2... Discriminator Loss: 1.3735... Generator Loss: 0.4498
Epoch 1/2... Discriminator Loss: 1.3879... Generator Loss: 0.5443
Epoch 1/2... Discriminator Loss: 1.1859... Generator Loss: 0.7574
Epoch 1/2... Discriminator Loss: 1.2288... Generator Loss: 0.7831
Epoch 1/2... Discriminator Loss: 1.4183... Generator Loss: 0.5824
Epoch 1/2... Discriminator Loss: 1.2449... Generator Loss: 0.6838
Epoch 1/2... Discriminator Loss: 1.3546... Generator Loss: 0.8331
Epoch 1/2... Discriminator Loss: 1.2233... Generator Loss: 0.6051
Epoch 1/2... Discriminator Loss: 1.2182... Generator Loss: 0.6028
Epoch 1/2... Discriminator Loss: 1.1593... Generator Loss: 0.6602
Epoch 1/2... Discriminator Loss: 1.2600... Generator Loss: 0.8139
Epoch 1/2... Discriminator Loss: 1.3543... Generator Loss: 0.5900
Epoch 1/2... Discriminator Loss: 1.2600... Generator Loss: 0.7076
Epoch 1/2... Discriminator Loss: 1.3584... Generator Loss: 0.5615
Epoch 1/2... Discriminator Loss: 1.5068... Generator Loss: 0.5062
Epoch 1/2... Discriminator Loss: 1.3039... Generator Loss: 0.6217
Epoch 1/2... Discriminator Loss: 1.2837... Generator Loss: 0.6629
Epoch 1/2... Discriminator Loss: 1.2564... Generator Loss: 0.6634
Epoch 1/2... Discriminator Loss: 1.2596... Generator Loss: 0.6968
Epoch 1/2... Discriminator Loss: 1.3169... Generator Loss: 0.5644
Epoch 1/2... Discriminator Loss: 1.1767... Generator Loss: 0.7943
Epoch 1/2... Discriminator Loss: 1.3648... Generator Loss: 0.6978
Epoch 1/2... Discriminator Loss: 1.2567... Generator Loss: 0.8260
Epoch 1/2... Discriminator Loss: 1.2953... Generator Loss: 0.5325
Epoch 1/2... Discriminator Loss: 1.3778... Generator Loss: 0.5252
Epoch 1/2... Discriminator Loss: 1.3773... Generator Loss: 0.5856
Epoch 1/2... Discriminator Loss: 1.3438... Generator Loss: 0.7259
Epoch 1/2... Discriminator Loss: 1.2749... Generator Loss: 0.7721
Epoch 1/2... Discriminator Loss: 1.3794... Generator Loss: 0.5262
Epoch 1/2... Discriminator Loss: 1.2731... Generator Loss: 0.5782
Epoch 1/2... Discriminator Loss: 1.3244... Generator Loss: 0.6201
Epoch 1/2... Discriminator Loss: 1.1945... Generator Loss: 0.6631
Epoch 1/2... Discriminator Loss: 1.4830... Generator Loss: 0.4309
Epoch 1/2... Discriminator Loss: 1.4156... Generator Loss: 0.6133
Epoch 1/2... Discriminator Loss: 1.1429... Generator Loss: 0.7353
Epoch 1/2... Discriminator Loss: 1.4300... Generator Loss: 0.4838
Epoch 1/2... Discriminator Loss: 1.3908... Generator Loss: 0.5592
Epoch 1/2... Discriminator Loss: 1.3035... Generator Loss: 0.6819
Epoch 1/2... Discriminator Loss: 1.3735... Generator Loss: 0.5660
Epoch 1/2... Discriminator Loss: 1.3341... Generator Loss: 0.4893
Epoch 1/2... Discriminator Loss: 1.4037... Generator Loss: 0.4488
Epoch 1/2... Discriminator Loss: 1.3504... Generator Loss: 0.5541
Epoch 1/2... Discriminator Loss: 1.4702... Generator Loss: 0.4594
Epoch 1/2... Discriminator Loss: 1.3635... Generator Loss: 0.5964
Epoch 1/2... Discriminator Loss: 1.2339... Generator Loss: 0.6691
Epoch 1/2... Discriminator Loss: 1.3437... Generator Loss: 0.5224
Epoch 1/2... Discriminator Loss: 1.1871... Generator Loss: 0.6337
Epoch 1/2... Discriminator Loss: 1.2919... Generator Loss: 0.7347
Epoch 1/2... Discriminator Loss: 1.3240... Generator Loss: 0.6746
Epoch 1/2... Discriminator Loss: 1.4142... Generator Loss: 0.7135
Epoch 1/2... Discriminator Loss: 1.6795... Generator Loss: 0.4370
Epoch 1/2... Discriminator Loss: 1.1858... Generator Loss: 0.6391
Epoch 1/2... Discriminator Loss: 1.4491... Generator Loss: 0.5747
Epoch 1/2... Discriminator Loss: 1.4339... Generator Loss: 0.5826
Epoch 1/2... Discriminator Loss: 1.2673... Generator Loss: 0.7269
Epoch 1/2... Discriminator Loss: 1.5131... Generator Loss: 0.4350
Epoch 1/2... Discriminator Loss: 1.2490... Generator Loss: 0.6172
Epoch 1/2... Discriminator Loss: 1.2008... Generator Loss: 0.7526
Epoch 1/2... Discriminator Loss: 1.3643... Generator Loss: 0.5061
Epoch 1/2... Discriminator Loss: 1.4132... Generator Loss: 0.5951
Epoch 1/2... Discriminator Loss: 1.1677... Generator Loss: 0.6748
Epoch 1/2... Discriminator Loss: 1.3844... Generator Loss: 0.5293
Epoch 1/2... Discriminator Loss: 1.4420... Generator Loss: 0.5788
Epoch 1/2... Discriminator Loss: 1.3982... Generator Loss: 0.6297
Epoch 1/2... Discriminator Loss: 1.3851... Generator Loss: 0.7390
Epoch 1/2... Discriminator Loss: 1.2761... Generator Loss: 0.9009
Epoch 1/2... Discriminator Loss: 1.3456... Generator Loss: 0.5395
Epoch 1/2... Discriminator Loss: 1.3132... Generator Loss: 0.6825
Epoch 1/2... Discriminator Loss: 1.2710... Generator Loss: 0.5424
Epoch 1/2... Discriminator Loss: 1.3028... Generator Loss: 0.7939
Epoch 1/2... Discriminator Loss: 1.2840... Generator Loss: 0.6294
Epoch 1/2... Discriminator Loss: 1.3261... Generator Loss: 0.6139
Epoch 1/2... Discriminator Loss: 1.2320... Generator Loss: 0.9350
Epoch 1/2... Discriminator Loss: 1.2371... Generator Loss: 0.6952
Epoch 1/2... Discriminator Loss: 1.3361... Generator Loss: 0.5705
Epoch 1/2... Discriminator Loss: 1.5054... Generator Loss: 0.4559
Epoch 1/2... Discriminator Loss: 1.2205... Generator Loss: 0.6946
Epoch 1/2... Discriminator Loss: 1.5729... Generator Loss: 0.4485
Epoch 1/2... Discriminator Loss: 1.3904... Generator Loss: 0.4260
Epoch 1/2... Discriminator Loss: 1.5339... Generator Loss: 0.7174
Epoch 1/2... Discriminator Loss: 1.3143... Generator Loss: 0.7672
Epoch 1/2... Discriminator Loss: 1.2906... Generator Loss: 0.5920
Epoch 1/2... Discriminator Loss: 1.1558... Generator Loss: 0.6904
Epoch 1/2... Discriminator Loss: 1.3153... Generator Loss: 0.5500
Epoch 1/2... Discriminator Loss: 1.2793... Generator Loss: 0.6152
Epoch 1/2... Discriminator Loss: 1.2240... Generator Loss: 0.6555
Epoch 1/2... Discriminator Loss: 1.4528... Generator Loss: 0.5132
Epoch 1/2... Discriminator Loss: 1.4708... Generator Loss: 0.4377
Epoch 1/2... Discriminator Loss: 1.1633... Generator Loss: 0.6609
Epoch 1/2... Discriminator Loss: 1.3737... Generator Loss: 0.5394
Epoch 1/2... Discriminator Loss: 1.3145... Generator Loss: 0.6252
Epoch 1/2... Discriminator Loss: 1.3623... Generator Loss: 0.6625
Epoch 1/2... Discriminator Loss: 1.4302... Generator Loss: 0.4319
Epoch 1/2... Discriminator Loss: 1.2955... Generator Loss: 0.6597
Epoch 1/2... Discriminator Loss: 1.2880... Generator Loss: 0.6330
Epoch 1/2... Discriminator Loss: 1.3843... Generator Loss: 0.6166
Epoch 1/2... Discriminator Loss: 1.3537... Generator Loss: 0.6059
Epoch 1/2... Discriminator Loss: 1.4309... Generator Loss: 0.5083
Epoch 1/2... Discriminator Loss: 1.2292... Generator Loss: 0.6439
Epoch 1/2... Discriminator Loss: 1.3134... Generator Loss: 0.7236
Epoch 1/2... Discriminator Loss: 1.3875... Generator Loss: 0.4993
Epoch 1/2... Discriminator Loss: 1.4208... Generator Loss: 0.4596
Epoch 1/2... Discriminator Loss: 1.4284... Generator Loss: 0.4564
Epoch 1/2... Discriminator Loss: 1.3397... Generator Loss: 0.5568
Epoch 1/2... Discriminator Loss: 1.2360... Generator Loss: 0.7868
Epoch 1/2... Discriminator Loss: 1.3154... Generator Loss: 0.6786
Epoch 1/2... Discriminator Loss: 1.3582... Generator Loss: 0.5083
Epoch 1/2... Discriminator Loss: 1.2824... Generator Loss: 0.5956
Epoch 1/2... Discriminator Loss: 1.1640... Generator Loss: 0.7441
Epoch 1/2... Discriminator Loss: 1.4849... Generator Loss: 0.4577
Epoch 1/2... Discriminator Loss: 1.3096... Generator Loss: 0.6618
Epoch 1/2... Discriminator Loss: 1.2024... Generator Loss: 0.7732
Epoch 1/2... Discriminator Loss: 1.5431... Generator Loss: 0.4296
Epoch 1/2... Discriminator Loss: 1.3729... Generator Loss: 0.6004
Epoch 1/2... Discriminator Loss: 1.5192... Generator Loss: 0.5807
Epoch 1/2... Discriminator Loss: 1.3621... Generator Loss: 0.6228
Epoch 1/2... Discriminator Loss: 1.2644... Generator Loss: 0.6571
Epoch 1/2... Discriminator Loss: 1.1715... Generator Loss: 0.7083
Epoch 1/2... Discriminator Loss: 1.4025... Generator Loss: 0.4671
Epoch 1/2... Discriminator Loss: 1.3073... Generator Loss: 0.6432
Epoch 1/2... Discriminator Loss: 1.1136... Generator Loss: 0.9431
Epoch 1/2... Discriminator Loss: 1.3792... Generator Loss: 0.4561
Epoch 1/2... Discriminator Loss: 1.3493... Generator Loss: 0.6773
Epoch 1/2... Discriminator Loss: 1.2289... Generator Loss: 0.6498
Epoch 1/2... Discriminator Loss: 1.3407... Generator Loss: 0.6115
Epoch 1/2... Discriminator Loss: 1.4239... Generator Loss: 0.5209
Epoch 1/2... Discriminator Loss: 1.4337... Generator Loss: 0.5592
Epoch 1/2... Discriminator Loss: 1.2807... Generator Loss: 0.7108
Epoch 1/2... Discriminator Loss: 1.3732... Generator Loss: 0.7144
Epoch 1/2... Discriminator Loss: 1.2819... Generator Loss: 0.7499
Epoch 1/2... Discriminator Loss: 1.4090... Generator Loss: 0.5643
Epoch 1/2... Discriminator Loss: 1.4562... Generator Loss: 0.4037
Epoch 1/2... Discriminator Loss: 1.2754... Generator Loss: 0.7661
Epoch 1/2... Discriminator Loss: 1.2672... Generator Loss: 0.5665
Epoch 1/2... Discriminator Loss: 1.3586... Generator Loss: 0.6231
Epoch 1/2... Discriminator Loss: 1.4372... Generator Loss: 0.5832
Epoch 1/2... Discriminator Loss: 1.3235... Generator Loss: 0.5760
Epoch 1/2... Discriminator Loss: 1.2437... Generator Loss: 0.7965
Epoch 1/2... Discriminator Loss: 1.2404... Generator Loss: 0.6839
Epoch 1/2... Discriminator Loss: 1.2642... Generator Loss: 0.8331
Epoch 1/2... Discriminator Loss: 1.3622... Generator Loss: 0.6040
Epoch 1/2... Discriminator Loss: 1.4161... Generator Loss: 0.6825
Epoch 1/2... Discriminator Loss: 1.3156... Generator Loss: 0.6168
Epoch 1/2... Discriminator Loss: 1.4123... Generator Loss: 0.5213
Epoch 1/2... Discriminator Loss: 1.3041... Generator Loss: 0.8124
Epoch 1/2... Discriminator Loss: 1.4900... Generator Loss: 0.4671
Epoch 1/2... Discriminator Loss: 1.2817... Generator Loss: 0.7164
Epoch 1/2... Discriminator Loss: 1.2309... Generator Loss: 0.6879
Epoch 1/2... Discriminator Loss: 1.3311... Generator Loss: 0.5847
Epoch 1/2... Discriminator Loss: 1.2758... Generator Loss: 0.7260
Epoch 1/2... Discriminator Loss: 1.2928... Generator Loss: 0.5991
Epoch 1/2... Discriminator Loss: 1.3672... Generator Loss: 0.7053
Epoch 1/2... Discriminator Loss: 1.5078... Generator Loss: 0.4060
Epoch 1/2... Discriminator Loss: 1.5106... Generator Loss: 0.5056
Epoch 1/2... Discriminator Loss: 1.6124... Generator Loss: 0.4390
Epoch 1/2... Discriminator Loss: 1.3047... Generator Loss: 0.6198
Epoch 1/2... Discriminator Loss: 1.2242... Generator Loss: 0.7723
Epoch 2/2... Discriminator Loss: 1.3205... Generator Loss: 0.6502
Epoch 2/2... Discriminator Loss: 1.3349... Generator Loss: 0.6598
Epoch 2/2... Discriminator Loss: 1.2670... Generator Loss: 0.6160
Epoch 2/2... Discriminator Loss: 1.4568... Generator Loss: 0.4714
Epoch 2/2... Discriminator Loss: 1.3334... Generator Loss: 0.5664
Epoch 2/2... Discriminator Loss: 1.3826... Generator Loss: 0.6684
Epoch 2/2... Discriminator Loss: 1.3346... Generator Loss: 0.6038
Epoch 2/2... Discriminator Loss: 1.2072... Generator Loss: 0.7438
Epoch 2/2... Discriminator Loss: 1.1629... Generator Loss: 0.5794
Epoch 2/2... Discriminator Loss: 1.2761... Generator Loss: 0.5414
Epoch 2/2... Discriminator Loss: 1.3320... Generator Loss: 0.7079
Epoch 2/2... Discriminator Loss: 1.3779... Generator Loss: 0.5169
Epoch 2/2... Discriminator Loss: 1.4898... Generator Loss: 0.4703
Epoch 2/2... Discriminator Loss: 1.2763... Generator Loss: 0.6783
Epoch 2/2... Discriminator Loss: 1.4116... Generator Loss: 0.5132
Epoch 2/2... Discriminator Loss: 1.3675... Generator Loss: 0.5006
Epoch 2/2... Discriminator Loss: 1.3701... Generator Loss: 0.5594
Epoch 2/2... Discriminator Loss: 1.2314... Generator Loss: 0.6561
Epoch 2/2... Discriminator Loss: 1.3385... Generator Loss: 0.5577
Epoch 2/2... Discriminator Loss: 1.3510... Generator Loss: 0.5376
Epoch 2/2... Discriminator Loss: 1.2902... Generator Loss: 0.7729
Epoch 2/2... Discriminator Loss: 1.3209... Generator Loss: 0.6627
Epoch 2/2... Discriminator Loss: 1.4205... Generator Loss: 0.5269
Epoch 2/2... Discriminator Loss: 1.4983... Generator Loss: 0.4134
Epoch 2/2... Discriminator Loss: 1.4364... Generator Loss: 0.4757
Epoch 2/2... Discriminator Loss: 1.2869... Generator Loss: 0.5682
Epoch 2/2... Discriminator Loss: 1.2620... Generator Loss: 0.6922
Epoch 2/2... Discriminator Loss: 1.4099... Generator Loss: 0.6661
Epoch 2/2... Discriminator Loss: 1.2511... Generator Loss: 0.7559
Epoch 2/2... Discriminator Loss: 1.3982... Generator Loss: 0.5633
Epoch 2/2... Discriminator Loss: 1.3117... Generator Loss: 0.7427
Epoch 2/2... Discriminator Loss: 1.4667... Generator Loss: 0.5158
Epoch 2/2... Discriminator Loss: 1.3095... Generator Loss: 0.7560
Epoch 2/2... Discriminator Loss: 1.2985... Generator Loss: 0.7191
Epoch 2/2... Discriminator Loss: 1.1940... Generator Loss: 0.7545
Epoch 2/2... Discriminator Loss: 1.0716... Generator Loss: 0.9600
Epoch 2/2... Discriminator Loss: 1.2308... Generator Loss: 0.6873
Epoch 2/2... Discriminator Loss: 1.2509... Generator Loss: 0.7193
Epoch 2/2... Discriminator Loss: 1.3629... Generator Loss: 0.6120
Epoch 2/2... Discriminator Loss: 1.2052... Generator Loss: 0.6086
Epoch 2/2... Discriminator Loss: 1.4351... Generator Loss: 0.5859
Epoch 2/2... Discriminator Loss: 1.1926... Generator Loss: 0.7054
Epoch 2/2... Discriminator Loss: 1.3983... Generator Loss: 0.5758
Epoch 2/2... Discriminator Loss: 1.3172... Generator Loss: 0.8176
Epoch 2/2... Discriminator Loss: 1.2687... Generator Loss: 0.6163
Epoch 2/2... Discriminator Loss: 1.3740... Generator Loss: 0.5317
Epoch 2/2... Discriminator Loss: 1.4269... Generator Loss: 0.5618
Epoch 2/2... Discriminator Loss: 1.3286... Generator Loss: 0.5604
Epoch 2/2... Discriminator Loss: 1.2862... Generator Loss: 0.5895
Epoch 2/2... Discriminator Loss: 1.2731... Generator Loss: 0.6666
Epoch 2/2... Discriminator Loss: 1.5882... Generator Loss: 0.4048
Epoch 2/2... Discriminator Loss: 1.3952... Generator Loss: 0.6671
Epoch 2/2... Discriminator Loss: 1.3219... Generator Loss: 0.5151
Epoch 2/2... Discriminator Loss: 1.2583... Generator Loss: 0.7216
Epoch 2/2... Discriminator Loss: 1.2772... Generator Loss: 0.5969
Epoch 2/2... Discriminator Loss: 1.2653... Generator Loss: 0.6862
Epoch 2/2... Discriminator Loss: 1.5096... Generator Loss: 0.4636
Epoch 2/2... Discriminator Loss: 1.6331... Generator Loss: 0.4691
Epoch 2/2... Discriminator Loss: 1.3336... Generator Loss: 0.6208
Epoch 2/2... Discriminator Loss: 1.2974... Generator Loss: 0.6063
Epoch 2/2... Discriminator Loss: 1.4158... Generator Loss: 0.7075
Epoch 2/2... Discriminator Loss: 1.3567... Generator Loss: 0.5520
Epoch 2/2... Discriminator Loss: 1.3874... Generator Loss: 0.4941
Epoch 2/2... Discriminator Loss: 1.2342... Generator Loss: 0.6210
Epoch 2/2... Discriminator Loss: 1.3767... Generator Loss: 0.6109
Epoch 2/2... Discriminator Loss: 1.2444... Generator Loss: 0.6159
Epoch 2/2... Discriminator Loss: 1.3482... Generator Loss: 0.6060
Epoch 2/2... Discriminator Loss: 1.2819... Generator Loss: 0.5858
Epoch 2/2... Discriminator Loss: 1.2170... Generator Loss: 0.6292
Epoch 2/2... Discriminator Loss: 1.2056... Generator Loss: 0.7114
Epoch 2/2... Discriminator Loss: 1.4324... Generator Loss: 0.5531
Epoch 2/2... Discriminator Loss: 1.2878... Generator Loss: 0.7750
Epoch 2/2... Discriminator Loss: 1.3256... Generator Loss: 0.5575
Epoch 2/2... Discriminator Loss: 1.3885... Generator Loss: 0.5880
Epoch 2/2... Discriminator Loss: 1.2947... Generator Loss: 0.5693
Epoch 2/2... Discriminator Loss: 1.4754... Generator Loss: 0.5323
Epoch 2/2... Discriminator Loss: 1.3170... Generator Loss: 0.6101
Epoch 2/2... Discriminator Loss: 1.2757... Generator Loss: 0.5994
Epoch 2/2... Discriminator Loss: 1.6491... Generator Loss: 0.3808
Epoch 2/2... Discriminator Loss: 1.4418... Generator Loss: 0.5588
Epoch 2/2... Discriminator Loss: 1.4545... Generator Loss: 0.5206
Epoch 2/2... Discriminator Loss: 1.3286... Generator Loss: 0.6862
Epoch 2/2... Discriminator Loss: 1.4119... Generator Loss: 0.4831
Epoch 2/2... Discriminator Loss: 1.4467... Generator Loss: 0.7701
Epoch 2/2... Discriminator Loss: 1.2825... Generator Loss: 0.7381
Epoch 2/2... Discriminator Loss: 1.3244... Generator Loss: 0.6394
Epoch 2/2... Discriminator Loss: 1.4701... Generator Loss: 0.6127
Epoch 2/2... Discriminator Loss: 1.3346... Generator Loss: 0.6058
Epoch 2/2... Discriminator Loss: 1.4046... Generator Loss: 0.5588
Epoch 2/2... Discriminator Loss: 1.3772... Generator Loss: 0.4903
Epoch 2/2... Discriminator Loss: 1.6149... Generator Loss: 0.6274
Epoch 2/2... Discriminator Loss: 1.4564... Generator Loss: 0.4426
Epoch 2/2... Discriminator Loss: 1.3444... Generator Loss: 0.6131
Epoch 2/2... Discriminator Loss: 1.2739... Generator Loss: 0.5368
Epoch 2/2... Discriminator Loss: 1.3306... Generator Loss: 0.6617
Epoch 2/2... Discriminator Loss: 1.4333... Generator Loss: 0.5013
Epoch 2/2... Discriminator Loss: 1.3648... Generator Loss: 0.5604
Epoch 2/2... Discriminator Loss: 1.3577... Generator Loss: 0.6196
Epoch 2/2... Discriminator Loss: 1.3663... Generator Loss: 0.6125
Epoch 2/2... Discriminator Loss: 1.4576... Generator Loss: 0.4490
Epoch 2/2... Discriminator Loss: 1.2656... Generator Loss: 0.6182
Epoch 2/2... Discriminator Loss: 1.5058... Generator Loss: 0.5270
Epoch 2/2... Discriminator Loss: 1.3568... Generator Loss: 0.5433
Epoch 2/2... Discriminator Loss: 1.2652... Generator Loss: 0.7083
Epoch 2/2... Discriminator Loss: 1.2073... Generator Loss: 0.7233
Epoch 2/2... Discriminator Loss: 1.4691... Generator Loss: 0.5214
Epoch 2/2... Discriminator Loss: 1.4367... Generator Loss: 0.5633
Epoch 2/2... Discriminator Loss: 1.4240... Generator Loss: 0.5772
Epoch 2/2... Discriminator Loss: 1.1091... Generator Loss: 0.7807
Epoch 2/2... Discriminator Loss: 1.3510... Generator Loss: 0.6810
Epoch 2/2... Discriminator Loss: 1.2691... Generator Loss: 0.6240
Epoch 2/2... Discriminator Loss: 1.4376... Generator Loss: 0.5250
Epoch 2/2... Discriminator Loss: 1.5781... Generator Loss: 0.3760
Epoch 2/2... Discriminator Loss: 1.3534... Generator Loss: 0.6070
Epoch 2/2... Discriminator Loss: 1.3589... Generator Loss: 0.5744
Epoch 2/2... Discriminator Loss: 1.4822... Generator Loss: 0.5246
Epoch 2/2... Discriminator Loss: 1.3740... Generator Loss: 0.5285
Epoch 2/2... Discriminator Loss: 1.3120... Generator Loss: 0.6599
Epoch 2/2... Discriminator Loss: 1.2793... Generator Loss: 0.5842
Epoch 2/2... Discriminator Loss: 1.2722... Generator Loss: 0.6228
Epoch 2/2... Discriminator Loss: 1.3514... Generator Loss: 0.6206
Epoch 2/2... Discriminator Loss: 1.4794... Generator Loss: 0.5060
Epoch 2/2... Discriminator Loss: 1.3809... Generator Loss: 0.6183
Epoch 2/2... Discriminator Loss: 1.3810... Generator Loss: 0.6084
Epoch 2/2... Discriminator Loss: 1.3146... Generator Loss: 0.6462
Epoch 2/2... Discriminator Loss: 1.3282... Generator Loss: 0.7707
Epoch 2/2... Discriminator Loss: 1.2618... Generator Loss: 0.8371
Epoch 2/2... Discriminator Loss: 1.3868... Generator Loss: 0.5867
Epoch 2/2... Discriminator Loss: 1.4378... Generator Loss: 0.4952
Epoch 2/2... Discriminator Loss: 1.1933... Generator Loss: 0.7054
Epoch 2/2... Discriminator Loss: 1.4231... Generator Loss: 0.5609
Epoch 2/2... Discriminator Loss: 1.4961... Generator Loss: 0.4418
Epoch 2/2... Discriminator Loss: 1.2469... Generator Loss: 0.6544
Epoch 2/2... Discriminator Loss: 1.3600... Generator Loss: 0.7128
Epoch 2/2... Discriminator Loss: 1.4173... Generator Loss: 0.5668
Epoch 2/2... Discriminator Loss: 1.4173... Generator Loss: 0.5217
Epoch 2/2... Discriminator Loss: 1.3252... Generator Loss: 0.5960
Epoch 2/2... Discriminator Loss: 1.2027... Generator Loss: 0.7574
Epoch 2/2... Discriminator Loss: 1.4453... Generator Loss: 0.6569
Epoch 2/2... Discriminator Loss: 1.4907... Generator Loss: 0.5740
Epoch 2/2... Discriminator Loss: 1.4159... Generator Loss: 0.5456
Epoch 2/2... Discriminator Loss: 1.4037... Generator Loss: 0.6027
Epoch 2/2... Discriminator Loss: 1.2422... Generator Loss: 0.6860
Epoch 2/2... Discriminator Loss: 1.3596... Generator Loss: 0.7014
Epoch 2/2... Discriminator Loss: 1.3219... Generator Loss: 0.6021
Epoch 2/2... Discriminator Loss: 1.3842... Generator Loss: 0.6121
Epoch 2/2... Discriminator Loss: 1.3327... Generator Loss: 0.5634
Epoch 2/2... Discriminator Loss: 1.3373... Generator Loss: 0.6038
Epoch 2/2... Discriminator Loss: 1.2841... Generator Loss: 0.6341
Epoch 2/2... Discriminator Loss: 1.4406... Generator Loss: 0.4925
Epoch 2/2... Discriminator Loss: 1.1986... Generator Loss: 0.7140
Epoch 2/2... Discriminator Loss: 1.4249... Generator Loss: 0.4683
Epoch 2/2... Discriminator Loss: 1.2115... Generator Loss: 0.8451
Epoch 2/2... Discriminator Loss: 1.2759... Generator Loss: 0.7730
Epoch 2/2... Discriminator Loss: 1.5767... Generator Loss: 0.4532
Epoch 2/2... Discriminator Loss: 1.2621... Generator Loss: 0.5610
Epoch 2/2... Discriminator Loss: 1.2971... Generator Loss: 0.6311
Epoch 2/2... Discriminator Loss: 1.3584... Generator Loss: 0.6554
Epoch 2/2... Discriminator Loss: 1.3737... Generator Loss: 0.6565
Epoch 2/2... Discriminator Loss: 1.4592... Generator Loss: 0.5432
Epoch 2/2... Discriminator Loss: 1.3600... Generator Loss: 0.5249
Epoch 2/2... Discriminator Loss: 1.2881... Generator Loss: 0.6503
Epoch 2/2... Discriminator Loss: 1.3950... Generator Loss: 0.5667
Epoch 2/2... Discriminator Loss: 1.4051... Generator Loss: 0.5300
Epoch 2/2... Discriminator Loss: 1.3413... Generator Loss: 0.6341
Epoch 2/2... Discriminator Loss: 1.4325... Generator Loss: 0.5360
Epoch 2/2... Discriminator Loss: 1.3218... Generator Loss: 0.6487
Epoch 2/2... Discriminator Loss: 1.4631... Generator Loss: 0.5025
Epoch 2/2... Discriminator Loss: 1.3064... Generator Loss: 0.5912
Epoch 2/2... Discriminator Loss: 1.4526... Generator Loss: 0.6705
Epoch 2/2... Discriminator Loss: 1.2759... Generator Loss: 0.6385
Epoch 2/2... Discriminator Loss: 1.2918... Generator Loss: 0.5409
Epoch 2/2... Discriminator Loss: 1.3544... Generator Loss: 0.4731
Epoch 2/2... Discriminator Loss: 1.2557... Generator Loss: 0.6013
Epoch 2/2... Discriminator Loss: 1.2682... Generator Loss: 0.6194
Epoch 2/2... Discriminator Loss: 1.4319... Generator Loss: 0.6793
Epoch 2/2... Discriminator Loss: 1.4130... Generator Loss: 0.6203
Epoch 2/2... Discriminator Loss: 1.4653... Generator Loss: 0.5034
Epoch 2/2... Discriminator Loss: 1.4227... Generator Loss: 0.5731
Epoch 2/2... Discriminator Loss: 1.3501... Generator Loss: 0.8034
Epoch 2/2... Discriminator Loss: 1.3129... Generator Loss: 0.6915
Epoch 2/2... Discriminator Loss: 1.3784... Generator Loss: 0.5874
Epoch 2/2... Discriminator Loss: 1.2978... Generator Loss: 0.7386
Epoch 2/2... Discriminator Loss: 1.3079... Generator Loss: 0.5875
Epoch 2/2... Discriminator Loss: 1.3358... Generator Loss: 0.6770
Epoch 2/2... Discriminator Loss: 1.3703... Generator Loss: 0.6502
Epoch 2/2... Discriminator Loss: 1.4139... Generator Loss: 0.6547
Epoch 2/2... Discriminator Loss: 1.3143... Generator Loss: 0.6818
Epoch 2/2... Discriminator Loss: 1.2149... Generator Loss: 0.6289
Epoch 2/2... Discriminator Loss: 1.4141... Generator Loss: 0.6053
Epoch 2/2... Discriminator Loss: 1.5640... Generator Loss: 0.5905
Epoch 2/2... Discriminator Loss: 1.2933... Generator Loss: 0.6382
Epoch 2/2... Discriminator Loss: 1.4437... Generator Loss: 0.4576
Epoch 2/2... Discriminator Loss: 1.3146... Generator Loss: 0.6881
Epoch 2/2... Discriminator Loss: 1.2407... Generator Loss: 0.6517
Epoch 2/2... Discriminator Loss: 1.5075... Generator Loss: 0.4120
Epoch 2/2... Discriminator Loss: 1.4775... Generator Loss: 0.5374
Epoch 2/2... Discriminator Loss: 1.2141... Generator Loss: 0.7802
Epoch 2/2... Discriminator Loss: 1.5192... Generator Loss: 0.4574
Epoch 2/2... Discriminator Loss: 1.3871... Generator Loss: 0.5711
Epoch 2/2... Discriminator Loss: 1.5012... Generator Loss: 0.6023
Epoch 2/2... Discriminator Loss: 1.3649... Generator Loss: 0.5486
Epoch 2/2... Discriminator Loss: 1.4040... Generator Loss: 0.5522
Epoch 2/2... Discriminator Loss: 1.3152... Generator Loss: 0.6803
Epoch 2/2... Discriminator Loss: 1.4128... Generator Loss: 0.6964
Epoch 2/2... Discriminator Loss: 1.3335... Generator Loss: 0.5736
Epoch 2/2... Discriminator Loss: 1.3394... Generator Loss: 0.5822
Epoch 2/2... Discriminator Loss: 1.5333... Generator Loss: 0.4832
Epoch 2/2... Discriminator Loss: 1.4650... Generator Loss: 0.5007
Epoch 2/2... Discriminator Loss: 1.3611... Generator Loss: 0.5625
Epoch 2/2... Discriminator Loss: 1.3250... Generator Loss: 0.6193
Epoch 2/2... Discriminator Loss: 1.3317... Generator Loss: 0.7471
Epoch 2/2... Discriminator Loss: 1.4770... Generator Loss: 0.6700
Epoch 2/2... Discriminator Loss: 1.3021... Generator Loss: 0.6446
Epoch 2/2... Discriminator Loss: 1.4668... Generator Loss: 0.5359
Epoch 2/2... Discriminator Loss: 1.2779... Generator Loss: 0.5791
Epoch 2/2... Discriminator Loss: 1.2764... Generator Loss: 0.6943
Epoch 2/2... Discriminator Loss: 1.3127... Generator Loss: 0.6203
Epoch 2/2... Discriminator Loss: 1.3027... Generator Loss: 0.6723
Epoch 2/2... Discriminator Loss: 1.5913... Generator Loss: 0.5694
Epoch 2/2... Discriminator Loss: 1.4290... Generator Loss: 0.6576
Epoch 2/2... Discriminator Loss: 1.4708... Generator Loss: 0.6188
Epoch 2/2... Discriminator Loss: 1.4202... Generator Loss: 0.5914
Epoch 2/2... Discriminator Loss: 1.2496... Generator Loss: 0.7172
Epoch 2/2... Discriminator Loss: 1.2122... Generator Loss: 0.6594
Epoch 2/2... Discriminator Loss: 1.2586... Generator Loss: 0.7711
Epoch 2/2... Discriminator Loss: 1.4895... Generator Loss: 0.5614
Epoch 2/2... Discriminator Loss: 1.3287... Generator Loss: 0.6308
Epoch 2/2... Discriminator Loss: 1.3616... Generator Loss: 0.5737
Epoch 2/2... Discriminator Loss: 1.3940... Generator Loss: 0.6205
Epoch 2/2... Discriminator Loss: 1.4547... Generator Loss: 0.5177
Epoch 2/2... Discriminator Loss: 1.3003... Generator Loss: 0.6529
Epoch 2/2... Discriminator Loss: 1.4102... Generator Loss: 0.5119
Epoch 2/2... Discriminator Loss: 1.3637... Generator Loss: 0.5972
Epoch 2/2... Discriminator Loss: 1.4603... Generator Loss: 0.5272
Epoch 2/2... Discriminator Loss: 1.2268... Generator Loss: 0.6675
Epoch 2/2... Discriminator Loss: 1.3272... Generator Loss: 0.6624
Epoch 2/2... Discriminator Loss: 1.2787... Generator Loss: 0.6383
Epoch 2/2... Discriminator Loss: 1.2436... Generator Loss: 0.6753
Epoch 2/2... Discriminator Loss: 1.2717... Generator Loss: 0.7778
Epoch 2/2... Discriminator Loss: 1.3716... Generator Loss: 0.6998
Epoch 2/2... Discriminator Loss: 1.2091... Generator Loss: 0.7033
Epoch 2/2... Discriminator Loss: 1.4482... Generator Loss: 0.5913
Epoch 2/2... Discriminator Loss: 1.3635... Generator Loss: 0.5820
Epoch 2/2... Discriminator Loss: 1.2922... Generator Loss: 0.6978
Epoch 2/2... Discriminator Loss: 1.3525... Generator Loss: 0.6607
Epoch 2/2... Discriminator Loss: 1.3518... Generator Loss: 0.5685
Epoch 2/2... Discriminator Loss: 1.4870... Generator Loss: 0.5671
Epoch 2/2... Discriminator Loss: 1.3970... Generator Loss: 0.5274
Epoch 2/2... Discriminator Loss: 1.3423... Generator Loss: 0.5764
Epoch 2/2... Discriminator Loss: 1.4611... Generator Loss: 0.5241
Epoch 2/2... Discriminator Loss: 1.4293... Generator Loss: 0.5327
Epoch 2/2... Discriminator Loss: 1.2441... Generator Loss: 0.7202
Epoch 2/2... Discriminator Loss: 1.2853... Generator Loss: 0.6649
Epoch 2/2... Discriminator Loss: 1.4692... Generator Loss: 0.5675
Epoch 2/2... Discriminator Loss: 1.4100... Generator Loss: 0.5190
Epoch 2/2... Discriminator Loss: 1.3776... Generator Loss: 0.6628
Epoch 2/2... Discriminator Loss: 1.3653... Generator Loss: 0.5982
Epoch 2/2... Discriminator Loss: 1.4044... Generator Loss: 0.5479
Epoch 2/2... Discriminator Loss: 1.3255... Generator Loss: 0.6186
Epoch 2/2... Discriminator Loss: 1.3212... Generator Loss: 0.6323
Epoch 2/2... Discriminator Loss: 1.4882... Generator Loss: 0.4973
Epoch 2/2... Discriminator Loss: 1.4386... Generator Loss: 0.5057
Epoch 2/2... Discriminator Loss: 1.3951... Generator Loss: 0.5991
Epoch 2/2... Discriminator Loss: 1.3527... Generator Loss: 0.6573
Epoch 2/2... Discriminator Loss: 1.3621... Generator Loss: 0.6304
Epoch 2/2... Discriminator Loss: 1.4575... Generator Loss: 0.5799
Epoch 2/2... Discriminator Loss: 1.2853... Generator Loss: 0.6881
Epoch 2/2... Discriminator Loss: 1.5908... Generator Loss: 0.4496
Epoch 2/2... Discriminator Loss: 1.3816... Generator Loss: 0.5928
Epoch 2/2... Discriminator Loss: 1.4096... Generator Loss: 0.5514
Epoch 2/2... Discriminator Loss: 1.3558... Generator Loss: 0.5142
Epoch 2/2... Discriminator Loss: 1.4006... Generator Loss: 0.5388
Epoch 2/2... Discriminator Loss: 1.4174... Generator Loss: 0.5909
Epoch 2/2... Discriminator Loss: 1.4241... Generator Loss: 0.6002
Epoch 2/2... Discriminator Loss: 1.3449... Generator Loss: 0.6109
Epoch 2/2... Discriminator Loss: 1.3445... Generator Loss: 0.5019
Epoch 2/2... Discriminator Loss: 1.3568... Generator Loss: 0.6946
Epoch 2/2... Discriminator Loss: 1.3740... Generator Loss: 0.6719
Epoch 2/2... Discriminator Loss: 1.3860... Generator Loss: 0.6501
Epoch 2/2... Discriminator Loss: 1.4276... Generator Loss: 0.5651
Epoch 2/2... Discriminator Loss: 1.2823... Generator Loss: 0.6244
Epoch 2/2... Discriminator Loss: 1.2872... Generator Loss: 0.6238
Epoch 2/2... Discriminator Loss: 1.3088... Generator Loss: 0.6323
Epoch 2/2... Discriminator Loss: 1.4168... Generator Loss: 0.4436
Epoch 2/2... Discriminator Loss: 1.2471... Generator Loss: 0.6610
Epoch 2/2... Discriminator Loss: 1.3811... Generator Loss: 0.6056
Epoch 2/2... Discriminator Loss: 1.3048... Generator Loss: 0.6306
Epoch 2/2... Discriminator Loss: 1.2411... Generator Loss: 0.6637
Epoch 2/2... Discriminator Loss: 1.3947... Generator Loss: 0.5851
Epoch 2/2... Discriminator Loss: 1.3379... Generator Loss: 0.6524
Epoch 2/2... Discriminator Loss: 1.3073... Generator Loss: 0.6579
Epoch 2/2... Discriminator Loss: 1.3112... Generator Loss: 0.5783
Epoch 2/2... Discriminator Loss: 1.5550... Generator Loss: 0.5245
Epoch 2/2... Discriminator Loss: 1.2928... Generator Loss: 0.7348
Epoch 2/2... Discriminator Loss: 1.4514... Generator Loss: 0.5616
Epoch 2/2... Discriminator Loss: 1.3019... Generator Loss: 0.5824
Epoch 2/2... Discriminator Loss: 1.3094... Generator Loss: 0.6484
Epoch 2/2... Discriminator Loss: 1.4140... Generator Loss: 0.5574
Epoch 2/2... Discriminator Loss: 1.5131... Generator Loss: 0.5159
Epoch 2/2... Discriminator Loss: 1.5361... Generator Loss: 0.5021
Epoch 2/2... Discriminator Loss: 1.3533... Generator Loss: 0.5709
Epoch 2/2... Discriminator Loss: 1.3639... Generator Loss: 0.5676
Epoch 2/2... Discriminator Loss: 1.3441... Generator Loss: 0.6077
Epoch 2/2... Discriminator Loss: 1.3491... Generator Loss: 0.6365
Epoch 2/2... Discriminator Loss: 1.3079... Generator Loss: 0.6147
Epoch 2/2... Discriminator Loss: 1.4000... Generator Loss: 0.5966
Epoch 2/2... Discriminator Loss: 1.4379... Generator Loss: 0.5444
Epoch 2/2... Discriminator Loss: 1.2228... Generator Loss: 0.6996
Epoch 2/2... Discriminator Loss: 1.3882... Generator Loss: 0.5493
Epoch 2/2... Discriminator Loss: 1.4074... Generator Loss: 0.5143
Epoch 2/2... Discriminator Loss: 1.3036... Generator Loss: 0.6845
Epoch 2/2... Discriminator Loss: 1.3094... Generator Loss: 0.6384
Epoch 2/2... Discriminator Loss: 1.3638... Generator Loss: 0.6177
Epoch 2/2... Discriminator Loss: 1.3374... Generator Loss: 0.6301
Epoch 2/2... Discriminator Loss: 1.4729... Generator Loss: 0.5435
Epoch 2/2... Discriminator Loss: 1.3188... Generator Loss: 0.5619
Epoch 2/2... Discriminator Loss: 1.3621... Generator Loss: 0.6230
Epoch 2/2... Discriminator Loss: 1.5024... Generator Loss: 0.4988
Epoch 2/2... Discriminator Loss: 1.4139... Generator Loss: 0.6065
Epoch 2/2... Discriminator Loss: 1.5164... Generator Loss: 0.4986
Epoch 2/2... Discriminator Loss: 1.3198... Generator Loss: 0.5761
Epoch 2/2... Discriminator Loss: 1.3182... Generator Loss: 0.6299
Epoch 2/2... Discriminator Loss: 1.3638... Generator Loss: 0.6401
Epoch 2/2... Discriminator Loss: 1.3670... Generator Loss: 0.5652
Epoch 2/2... Discriminator Loss: 1.3939... Generator Loss: 0.5505
Epoch 2/2... Discriminator Loss: 1.4009... Generator Loss: 0.5395
Epoch 2/2... Discriminator Loss: 1.3752... Generator Loss: 0.6696
Epoch 2/2... Discriminator Loss: 1.4270... Generator Loss: 0.6300
Epoch 2/2... Discriminator Loss: 1.3243... Generator Loss: 0.6753
Epoch 2/2... Discriminator Loss: 1.3495... Generator Loss: 0.5959
Epoch 2/2... Discriminator Loss: 1.2262... Generator Loss: 0.7376
Epoch 2/2... Discriminator Loss: 1.4754... Generator Loss: 0.5129
Epoch 2/2... Discriminator Loss: 1.4246... Generator Loss: 0.5196
Epoch 2/2... Discriminator Loss: 1.2614... Generator Loss: 0.6242
Epoch 2/2... Discriminator Loss: 1.4602... Generator Loss: 0.6906
Epoch 2/2... Discriminator Loss: 1.3650... Generator Loss: 0.6954
Epoch 2/2... Discriminator Loss: 1.3128... Generator Loss: 0.7879
Epoch 2/2... Discriminator Loss: 1.3987... Generator Loss: 0.6026
Epoch 2/2... Discriminator Loss: 1.4313... Generator Loss: 0.6004
Epoch 2/2... Discriminator Loss: 1.4216... Generator Loss: 0.6207
Epoch 2/2... Discriminator Loss: 1.2799... Generator Loss: 0.6078
Epoch 2/2... Discriminator Loss: 1.3642... Generator Loss: 0.6088
Epoch 2/2... Discriminator Loss: 1.4012... Generator Loss: 0.5569
Epoch 2/2... Discriminator Loss: 1.3308... Generator Loss: 0.6447
Epoch 2/2... Discriminator Loss: 1.3159... Generator Loss: 0.6061
Epoch 2/2... Discriminator Loss: 1.3846... Generator Loss: 0.7071
Epoch 2/2... Discriminator Loss: 1.3484... Generator Loss: 0.6280
Epoch 2/2... Discriminator Loss: 1.4308... Generator Loss: 0.5271
Epoch 2/2... Discriminator Loss: 1.3906... Generator Loss: 0.5254
Epoch 2/2... Discriminator Loss: 1.2614... Generator Loss: 0.6633
Epoch 2/2... Discriminator Loss: 1.3970... Generator Loss: 0.5698
Epoch 2/2... Discriminator Loss: 1.3552... Generator Loss: 0.5967
Epoch 2/2... Discriminator Loss: 1.3899... Generator Loss: 0.6607
Epoch 2/2... Discriminator Loss: 1.3949... Generator Loss: 0.5705
Epoch 2/2... Discriminator Loss: 1.2732... Generator Loss: 0.6493
Epoch 2/2... Discriminator Loss: 1.2886... Generator Loss: 0.7153
Epoch 2/2... Discriminator Loss: 1.4338... Generator Loss: 0.6329
Epoch 2/2... Discriminator Loss: 1.3900... Generator Loss: 0.6140
Epoch 2/2... Discriminator Loss: 1.3082... Generator Loss: 0.6657
Epoch 2/2... Discriminator Loss: 1.2580... Generator Loss: 0.6622
Epoch 2/2... Discriminator Loss: 1.6339... Generator Loss: 0.4885
Epoch 2/2... Discriminator Loss: 1.3824... Generator Loss: 0.6319
Epoch 2/2... Discriminator Loss: 1.3196... Generator Loss: 0.5676
Epoch 2/2... Discriminator Loss: 1.3193... Generator Loss: 0.6865
Epoch 2/2... Discriminator Loss: 1.2038... Generator Loss: 0.6894
Epoch 2/2... Discriminator Loss: 1.4169... Generator Loss: 0.6433
Epoch 2/2... Discriminator Loss: 1.3149... Generator Loss: 0.6524
Epoch 2/2... Discriminator Loss: 1.3433... Generator Loss: 0.6294
Epoch 2/2... Discriminator Loss: 1.3579... Generator Loss: 0.5644
Epoch 2/2... Discriminator Loss: 1.4634... Generator Loss: 0.5183
Epoch 2/2... Discriminator Loss: 1.3723... Generator Loss: 0.5692
Epoch 2/2... Discriminator Loss: 1.4512... Generator Loss: 0.4773
Epoch 2/2... Discriminator Loss: 1.3874... Generator Loss: 0.5606
Epoch 2/2... Discriminator Loss: 1.4562... Generator Loss: 0.5078

CelebA

Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.

In [13]:
batch_size = 16 #128
z_dim = 100
learning_rate = 0.0007
beta1 = 0.2

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1

celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
          celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Discriminator Loss: 0.0260... Generator Loss: 4.1751
Epoch 1/1... Discriminator Loss: 0.0075... Generator Loss: 11.6688
Epoch 1/1... Discriminator Loss: 2.1732... Generator Loss: 0.1224
Epoch 1/1... Discriminator Loss: 0.0133... Generator Loss: 5.0962
Epoch 1/1... Discriminator Loss: 0.0024... Generator Loss: 14.3046
Epoch 1/1... Discriminator Loss: 0.0147... Generator Loss: 15.2927
Epoch 1/1... Discriminator Loss: 0.0008... Generator Loss: 10.2871
Epoch 1/1... Discriminator Loss: 0.0944... Generator Loss: 2.6973
Epoch 1/1... Discriminator Loss: 0.6655... Generator Loss: 5.8094
Epoch 1/1... Discriminator Loss: 1.8001... Generator Loss: 0.3863
Epoch 1/1... Discriminator Loss: 1.0586... Generator Loss: 0.6627
Epoch 1/1... Discriminator Loss: 0.4479... Generator Loss: 1.6697
Epoch 1/1... Discriminator Loss: 1.5617... Generator Loss: 0.4463
Epoch 1/1... Discriminator Loss: 0.7568... Generator Loss: 1.3717
Epoch 1/1... Discriminator Loss: 0.1183... Generator Loss: 4.4926
Epoch 1/1... Discriminator Loss: 1.1318... Generator Loss: 1.2889
Epoch 1/1... Discriminator Loss: 1.2652... Generator Loss: 0.4300
Epoch 1/1... Discriminator Loss: 0.5540... Generator Loss: 1.2387
Epoch 1/1... Discriminator Loss: 0.4583... Generator Loss: 3.0786
Epoch 1/1... Discriminator Loss: 0.1381... Generator Loss: 2.8490
Epoch 1/1... Discriminator Loss: 0.5074... Generator Loss: 1.1991
Epoch 1/1... Discriminator Loss: 0.2217... Generator Loss: 2.4094
Epoch 1/1... Discriminator Loss: 0.0717... Generator Loss: 3.9979
Epoch 1/1... Discriminator Loss: 0.1052... Generator Loss: 3.2318
Epoch 1/1... Discriminator Loss: 0.0245... Generator Loss: 5.9797
Epoch 1/1... Discriminator Loss: 0.0579... Generator Loss: 4.0027
Epoch 1/1... Discriminator Loss: 0.0396... Generator Loss: 4.6143
Epoch 1/1... Discriminator Loss: 0.0311... Generator Loss: 4.8246
Epoch 1/1... Discriminator Loss: 0.0130... Generator Loss: 5.6197
Epoch 1/1... Discriminator Loss: 0.0142... Generator Loss: 5.2689
Epoch 1/1... Discriminator Loss: 1.5350... Generator Loss: 0.4785
Epoch 1/1... Discriminator Loss: 0.1623... Generator Loss: 3.2646
Epoch 1/1... Discriminator Loss: 0.1006... Generator Loss: 3.3730
Epoch 1/1... Discriminator Loss: 0.0257... Generator Loss: 6.1010
Epoch 1/1... Discriminator Loss: 0.9748... Generator Loss: 6.2483
Epoch 1/1... Discriminator Loss: 0.0267... Generator Loss: 6.9470
Epoch 1/1... Discriminator Loss: 0.0935... Generator Loss: 3.0309
Epoch 1/1... Discriminator Loss: 2.0338... Generator Loss: 4.5775
Epoch 1/1... Discriminator Loss: 0.0567... Generator Loss: 3.8276
Epoch 1/1... Discriminator Loss: 0.0832... Generator Loss: 3.6796
Epoch 1/1... Discriminator Loss: 0.0531... Generator Loss: 3.7602
Epoch 1/1... Discriminator Loss: 0.0554... Generator Loss: 3.8071
Epoch 1/1... Discriminator Loss: 1.1367... Generator Loss: 1.2828
Epoch 1/1... Discriminator Loss: 0.2611... Generator Loss: 3.0258
Epoch 1/1... Discriminator Loss: 0.0723... Generator Loss: 3.1010
Epoch 1/1... Discriminator Loss: 3.4551... Generator Loss: 0.0667
Epoch 1/1... Discriminator Loss: 2.6479... Generator Loss: 0.0870
Epoch 1/1... Discriminator Loss: 0.3378... Generator Loss: 2.8158
Epoch 1/1... Discriminator Loss: 0.4034... Generator Loss: 2.5218
Epoch 1/1... Discriminator Loss: 1.6997... Generator Loss: 0.4234
Epoch 1/1... Discriminator Loss: 1.3708... Generator Loss: 0.3637
Epoch 1/1... Discriminator Loss: 1.8378... Generator Loss: 6.2570
Epoch 1/1... Discriminator Loss: 0.6451... Generator Loss: 0.9845
Epoch 1/1... Discriminator Loss: 0.1167... Generator Loss: 3.1307
Epoch 1/1... Discriminator Loss: 0.3838... Generator Loss: 1.4234
Epoch 1/1... Discriminator Loss: 0.2889... Generator Loss: 1.7419
Epoch 1/1... Discriminator Loss: 0.1381... Generator Loss: 2.7326
Epoch 1/1... Discriminator Loss: 0.6089... Generator Loss: 0.9346
Epoch 1/1... Discriminator Loss: 0.9904... Generator Loss: 2.0782
Epoch 1/1... Discriminator Loss: 0.2523... Generator Loss: 3.6251
Epoch 1/1... Discriminator Loss: 0.1908... Generator Loss: 3.4802
Epoch 1/1... Discriminator Loss: 1.0841... Generator Loss: 0.6114
Epoch 1/1... Discriminator Loss: 0.3783... Generator Loss: 1.3780
Epoch 1/1... Discriminator Loss: 0.9235... Generator Loss: 1.7510
Epoch 1/1... Discriminator Loss: 0.2280... Generator Loss: 2.3086
Epoch 1/1... Discriminator Loss: 1.1229... Generator Loss: 2.4034
Epoch 1/1... Discriminator Loss: 0.4403... Generator Loss: 2.2643
Epoch 1/1... Discriminator Loss: 0.0799... Generator Loss: 3.9842
Epoch 1/1... Discriminator Loss: 1.4652... Generator Loss: 3.7732
Epoch 1/1... Discriminator Loss: 1.3096... Generator Loss: 2.7748
Epoch 1/1... Discriminator Loss: 1.0486... Generator Loss: 2.7200
Epoch 1/1... Discriminator Loss: 1.2013... Generator Loss: 0.5098
Epoch 1/1... Discriminator Loss: 1.5550... Generator Loss: 3.0271
Epoch 1/1... Discriminator Loss: 1.0872... Generator Loss: 0.5691
Epoch 1/1... Discriminator Loss: 0.3793... Generator Loss: 1.5506
Epoch 1/1... Discriminator Loss: 1.8741... Generator Loss: 3.4592
Epoch 1/1... Discriminator Loss: 0.3708... Generator Loss: 2.0723
Epoch 1/1... Discriminator Loss: 0.2506... Generator Loss: 2.4876
Epoch 1/1... Discriminator Loss: 1.3148... Generator Loss: 2.2487
Epoch 1/1... Discriminator Loss: 0.4937... Generator Loss: 2.3872
Epoch 1/1... Discriminator Loss: 0.6546... Generator Loss: 0.9979
Epoch 1/1... Discriminator Loss: 0.8984... Generator Loss: 0.9188
Epoch 1/1... Discriminator Loss: 1.2869... Generator Loss: 1.6564
Epoch 1/1... Discriminator Loss: 0.7382... Generator Loss: 1.8424
Epoch 1/1... Discriminator Loss: 0.3888... Generator Loss: 3.7778
Epoch 1/1... Discriminator Loss: 0.3800... Generator Loss: 1.5353
Epoch 1/1... Discriminator Loss: 2.9266... Generator Loss: 3.3126
Epoch 1/1... Discriminator Loss: 1.2404... Generator Loss: 3.4955
Epoch 1/1... Discriminator Loss: 1.2417... Generator Loss: 0.5089
Epoch 1/1... Discriminator Loss: 0.8170... Generator Loss: 0.7686
Epoch 1/1... Discriminator Loss: 0.8755... Generator Loss: 0.7844
Epoch 1/1... Discriminator Loss: 0.4709... Generator Loss: 1.7988
Epoch 1/1... Discriminator Loss: 0.7918... Generator Loss: 1.0788
Epoch 1/1... Discriminator Loss: 1.8166... Generator Loss: 0.2047
Epoch 1/1... Discriminator Loss: 0.4649... Generator Loss: 1.4145
Epoch 1/1... Discriminator Loss: 0.7566... Generator Loss: 0.9084
Epoch 1/1... Discriminator Loss: 0.4321... Generator Loss: 1.8866
Epoch 1/1... Discriminator Loss: 1.8158... Generator Loss: 4.7090
Epoch 1/1... Discriminator Loss: 0.6488... Generator Loss: 0.9402
Epoch 1/1... Discriminator Loss: 1.0905... Generator Loss: 2.5841
Epoch 1/1... Discriminator Loss: 1.0751... Generator Loss: 1.4785
Epoch 1/1... Discriminator Loss: 1.3903... Generator Loss: 0.4080
Epoch 1/1... Discriminator Loss: 0.7966... Generator Loss: 1.4189
Epoch 1/1... Discriminator Loss: 1.3185... Generator Loss: 0.6925
Epoch 1/1... Discriminator Loss: 0.4762... Generator Loss: 2.2910
Epoch 1/1... Discriminator Loss: 1.0197... Generator Loss: 0.7137
Epoch 1/1... Discriminator Loss: 0.5128... Generator Loss: 1.3964
Epoch 1/1... Discriminator Loss: 1.6915... Generator Loss: 0.2714
Epoch 1/1... Discriminator Loss: 0.5922... Generator Loss: 2.5178
Epoch 1/1... Discriminator Loss: 0.7285... Generator Loss: 3.0937
Epoch 1/1... Discriminator Loss: 1.0975... Generator Loss: 0.5117
Epoch 1/1... Discriminator Loss: 0.3832... Generator Loss: 2.0911
Epoch 1/1... Discriminator Loss: 1.1485... Generator Loss: 0.5416
Epoch 1/1... Discriminator Loss: 1.1916... Generator Loss: 0.4471
Epoch 1/1... Discriminator Loss: 0.8491... Generator Loss: 0.7246
Epoch 1/1... Discriminator Loss: 0.5315... Generator Loss: 2.1242
Epoch 1/1... Discriminator Loss: 0.9965... Generator Loss: 0.6443
Epoch 1/1... Discriminator Loss: 0.4854... Generator Loss: 1.6493
Epoch 1/1... Discriminator Loss: 1.0326... Generator Loss: 0.6175
Epoch 1/1... Discriminator Loss: 0.8086... Generator Loss: 1.3664
Epoch 1/1... Discriminator Loss: 1.1057... Generator Loss: 0.7900
Epoch 1/1... Discriminator Loss: 0.3115... Generator Loss: 2.3315
Epoch 1/1... Discriminator Loss: 0.3674... Generator Loss: 1.8101
Epoch 1/1... Discriminator Loss: 1.0023... Generator Loss: 0.9781
Epoch 1/1... Discriminator Loss: 0.9706... Generator Loss: 1.0380
Epoch 1/1... Discriminator Loss: 1.3482... Generator Loss: 0.4864
Epoch 1/1... Discriminator Loss: 1.3648... Generator Loss: 0.4002
Epoch 1/1... Discriminator Loss: 0.7551... Generator Loss: 1.0111
Epoch 1/1... Discriminator Loss: 0.9737... Generator Loss: 1.0277
Epoch 1/1... Discriminator Loss: 1.5565... Generator Loss: 0.3432
Epoch 1/1... Discriminator Loss: 1.4796... Generator Loss: 0.3088
Epoch 1/1... Discriminator Loss: 1.0353... Generator Loss: 0.8029
Epoch 1/1... Discriminator Loss: 0.6988... Generator Loss: 1.8839
Epoch 1/1... Discriminator Loss: 1.3820... Generator Loss: 0.4166
Epoch 1/1... Discriminator Loss: 1.1698... Generator Loss: 1.2199
Epoch 1/1... Discriminator Loss: 0.7925... Generator Loss: 1.1269
Epoch 1/1... Discriminator Loss: 1.6479... Generator Loss: 0.2671
Epoch 1/1... Discriminator Loss: 0.8934... Generator Loss: 1.3389
Epoch 1/1... Discriminator Loss: 1.2735... Generator Loss: 0.4134
Epoch 1/1... Discriminator Loss: 1.2737... Generator Loss: 0.4751
Epoch 1/1... Discriminator Loss: 2.2486... Generator Loss: 0.1375
Epoch 1/1... Discriminator Loss: 1.3327... Generator Loss: 1.3632
Epoch 1/1... Discriminator Loss: 0.8226... Generator Loss: 0.9165
Epoch 1/1... Discriminator Loss: 1.1557... Generator Loss: 1.5012
Epoch 1/1... Discriminator Loss: 1.0616... Generator Loss: 0.6607
Epoch 1/1... Discriminator Loss: 1.5627... Generator Loss: 1.7657
Epoch 1/1... Discriminator Loss: 1.0631... Generator Loss: 0.8341
Epoch 1/1... Discriminator Loss: 1.2733... Generator Loss: 0.8323
Epoch 1/1... Discriminator Loss: 0.9598... Generator Loss: 1.1836
Epoch 1/1... Discriminator Loss: 1.5285... Generator Loss: 0.3600
Epoch 1/1... Discriminator Loss: 1.2631... Generator Loss: 0.5029
Epoch 1/1... Discriminator Loss: 1.1830... Generator Loss: 0.4798
Epoch 1/1... Discriminator Loss: 1.0544... Generator Loss: 0.6117
Epoch 1/1... Discriminator Loss: 0.7170... Generator Loss: 1.0983
Epoch 1/1... Discriminator Loss: 0.5006... Generator Loss: 1.8339
Epoch 1/1... Discriminator Loss: 1.6645... Generator Loss: 0.2658
Epoch 1/1... Discriminator Loss: 1.1975... Generator Loss: 0.5094
Epoch 1/1... Discriminator Loss: 1.0704... Generator Loss: 0.5560
Epoch 1/1... Discriminator Loss: 1.5119... Generator Loss: 0.2949
Epoch 1/1... Discriminator Loss: 1.3707... Generator Loss: 0.4411
Epoch 1/1... Discriminator Loss: 0.9447... Generator Loss: 1.0786
Epoch 1/1... Discriminator Loss: 1.4193... Generator Loss: 0.3978
Epoch 1/1... Discriminator Loss: 1.5362... Generator Loss: 0.3079
Epoch 1/1... Discriminator Loss: 1.4320... Generator Loss: 0.3724
Epoch 1/1... Discriminator Loss: 1.5752... Generator Loss: 0.2955
Epoch 1/1... Discriminator Loss: 1.6743... Generator Loss: 0.2702
Epoch 1/1... Discriminator Loss: 0.9746... Generator Loss: 1.1664
Epoch 1/1... Discriminator Loss: 0.9627... Generator Loss: 1.5842
Epoch 1/1... Discriminator Loss: 0.9219... Generator Loss: 0.9847
Epoch 1/1... Discriminator Loss: 1.5729... Generator Loss: 0.2915
Epoch 1/1... Discriminator Loss: 1.3074... Generator Loss: 0.5157
Epoch 1/1... Discriminator Loss: 1.2019... Generator Loss: 0.5081
Epoch 1/1... Discriminator Loss: 1.2823... Generator Loss: 0.4415
Epoch 1/1... Discriminator Loss: 1.3909... Generator Loss: 0.5535
Epoch 1/1... Discriminator Loss: 1.3040... Generator Loss: 0.5134
Epoch 1/1... Discriminator Loss: 1.1519... Generator Loss: 0.7808
Epoch 1/1... Discriminator Loss: 0.9165... Generator Loss: 0.9135
Epoch 1/1... Discriminator Loss: 0.8758... Generator Loss: 0.9320
Epoch 1/1... Discriminator Loss: 1.3658... Generator Loss: 0.3967
Epoch 1/1... Discriminator Loss: 1.1911... Generator Loss: 0.7488
Epoch 1/1... Discriminator Loss: 1.2644... Generator Loss: 0.4384
Epoch 1/1... Discriminator Loss: 0.8244... Generator Loss: 1.0207
Epoch 1/1... Discriminator Loss: 1.2280... Generator Loss: 0.5989
Epoch 1/1... Discriminator Loss: 1.0796... Generator Loss: 0.6726
Epoch 1/1... Discriminator Loss: 0.8709... Generator Loss: 0.8842
Epoch 1/1... Discriminator Loss: 1.3129... Generator Loss: 0.4181
Epoch 1/1... Discriminator Loss: 1.1354... Generator Loss: 0.8281
Epoch 1/1... Discriminator Loss: 0.8225... Generator Loss: 0.9190
Epoch 1/1... Discriminator Loss: 1.0205... Generator Loss: 0.6698
Epoch 1/1... Discriminator Loss: 1.3594... Generator Loss: 0.3789
Epoch 1/1... Discriminator Loss: 1.1400... Generator Loss: 0.5060
Epoch 1/1... Discriminator Loss: 1.0154... Generator Loss: 1.1785
Epoch 1/1... Discriminator Loss: 1.0263... Generator Loss: 0.9804
Epoch 1/1... Discriminator Loss: 1.1952... Generator Loss: 1.0782
Epoch 1/1... Discriminator Loss: 1.3804... Generator Loss: 0.4611
Epoch 1/1... Discriminator Loss: 1.0731... Generator Loss: 0.7537
Epoch 1/1... Discriminator Loss: 0.8923... Generator Loss: 1.5160
Epoch 1/1... Discriminator Loss: 1.1896... Generator Loss: 1.0990
Epoch 1/1... Discriminator Loss: 0.6318... Generator Loss: 1.7315
Epoch 1/1... Discriminator Loss: 0.9686... Generator Loss: 0.8432
Epoch 1/1... Discriminator Loss: 0.8429... Generator Loss: 0.8966
Epoch 1/1... Discriminator Loss: 0.9583... Generator Loss: 0.9584
Epoch 1/1... Discriminator Loss: 0.9158... Generator Loss: 0.8968
Epoch 1/1... Discriminator Loss: 1.3490... Generator Loss: 0.3923
Epoch 1/1... Discriminator Loss: 1.2114... Generator Loss: 0.5892
Epoch 1/1... Discriminator Loss: 1.2078... Generator Loss: 0.5093
Epoch 1/1... Discriminator Loss: 1.1041... Generator Loss: 0.5815
Epoch 1/1... Discriminator Loss: 0.9326... Generator Loss: 0.7815
Epoch 1/1... Discriminator Loss: 1.5667... Generator Loss: 0.2659
Epoch 1/1... Discriminator Loss: 1.1059... Generator Loss: 0.8001
Epoch 1/1... Discriminator Loss: 0.8795... Generator Loss: 1.0385
Epoch 1/1... Discriminator Loss: 1.0474... Generator Loss: 0.8582
Epoch 1/1... Discriminator Loss: 0.9682... Generator Loss: 1.1088
Epoch 1/1... Discriminator Loss: 0.9396... Generator Loss: 1.5781
Epoch 1/1... Discriminator Loss: 0.9200... Generator Loss: 0.8437
Epoch 1/1... Discriminator Loss: 1.0350... Generator Loss: 0.7960
Epoch 1/1... Discriminator Loss: 1.1407... Generator Loss: 0.9118
Epoch 1/1... Discriminator Loss: 1.1195... Generator Loss: 1.1896
Epoch 1/1... Discriminator Loss: 0.9376... Generator Loss: 0.8079
Epoch 1/1... Discriminator Loss: 1.6634... Generator Loss: 1.3746
Epoch 1/1... Discriminator Loss: 0.9026... Generator Loss: 0.9746
Epoch 1/1... Discriminator Loss: 0.9368... Generator Loss: 1.0629
Epoch 1/1... Discriminator Loss: 1.3347... Generator Loss: 0.4621
Epoch 1/1... Discriminator Loss: 1.3953... Generator Loss: 0.4393
Epoch 1/1... Discriminator Loss: 0.7939... Generator Loss: 0.9215
Epoch 1/1... Discriminator Loss: 1.1044... Generator Loss: 0.5789
Epoch 1/1... Discriminator Loss: 1.2869... Generator Loss: 0.4358
Epoch 1/1... Discriminator Loss: 1.2544... Generator Loss: 1.3549
Epoch 1/1... Discriminator Loss: 1.0212... Generator Loss: 0.7301
Epoch 1/1... Discriminator Loss: 0.9033... Generator Loss: 0.8803
Epoch 1/1... Discriminator Loss: 1.2755... Generator Loss: 0.5838
Epoch 1/1... Discriminator Loss: 1.1730... Generator Loss: 0.5668
Epoch 1/1... Discriminator Loss: 0.9868... Generator Loss: 1.0079
Epoch 1/1... Discriminator Loss: 1.1130... Generator Loss: 0.7906
Epoch 1/1... Discriminator Loss: 1.0446... Generator Loss: 0.5332
Epoch 1/1... Discriminator Loss: 0.9561... Generator Loss: 1.1651
Epoch 1/1... Discriminator Loss: 0.9802... Generator Loss: 0.5818
Epoch 1/1... Discriminator Loss: 0.8970... Generator Loss: 1.2407
Epoch 1/1... Discriminator Loss: 0.9493... Generator Loss: 0.8979
Epoch 1/1... Discriminator Loss: 1.1287... Generator Loss: 0.6224
Epoch 1/1... Discriminator Loss: 0.8152... Generator Loss: 1.0881
Epoch 1/1... Discriminator Loss: 1.0926... Generator Loss: 0.9946
Epoch 1/1... Discriminator Loss: 1.0664... Generator Loss: 0.7712
Epoch 1/1... Discriminator Loss: 0.9015... Generator Loss: 0.9067
Epoch 1/1... Discriminator Loss: 1.1324... Generator Loss: 0.6657
Epoch 1/1... Discriminator Loss: 0.7855... Generator Loss: 1.0566
Epoch 1/1... Discriminator Loss: 1.0518... Generator Loss: 0.7027
Epoch 1/1... Discriminator Loss: 1.0009... Generator Loss: 0.8811
Epoch 1/1... Discriminator Loss: 1.2695... Generator Loss: 0.4644
Epoch 1/1... Discriminator Loss: 1.1605... Generator Loss: 0.4987
Epoch 1/1... Discriminator Loss: 0.9588... Generator Loss: 0.8663
Epoch 1/1... Discriminator Loss: 0.9580... Generator Loss: 0.6469
Epoch 1/1... Discriminator Loss: 1.2307... Generator Loss: 0.4526
Epoch 1/1... Discriminator Loss: 0.9278... Generator Loss: 1.0237
Epoch 1/1... Discriminator Loss: 0.6669... Generator Loss: 1.8895
Epoch 1/1... Discriminator Loss: 1.1148... Generator Loss: 0.5673
Epoch 1/1... Discriminator Loss: 0.6156... Generator Loss: 1.3220
Epoch 1/1... Discriminator Loss: 0.9513... Generator Loss: 0.9127
Epoch 1/1... Discriminator Loss: 0.7982... Generator Loss: 1.1084
Epoch 1/1... Discriminator Loss: 1.2203... Generator Loss: 0.5719
Epoch 1/1... Discriminator Loss: 0.9220... Generator Loss: 0.8836
Epoch 1/1... Discriminator Loss: 0.8315... Generator Loss: 0.9131
Epoch 1/1... Discriminator Loss: 1.2427... Generator Loss: 0.4807
Epoch 1/1... Discriminator Loss: 0.6328... Generator Loss: 1.4692
Epoch 1/1... Discriminator Loss: 1.2385... Generator Loss: 1.4882
Epoch 1/1... Discriminator Loss: 0.9703... Generator Loss: 0.7022
Epoch 1/1... Discriminator Loss: 1.1405... Generator Loss: 0.5480
Epoch 1/1... Discriminator Loss: 0.4476... Generator Loss: 2.4406
Epoch 1/1... Discriminator Loss: 0.5032... Generator Loss: 1.8054
Epoch 1/1... Discriminator Loss: 1.3799... Generator Loss: 0.3958
Epoch 1/1... Discriminator Loss: 0.5662... Generator Loss: 1.8507
Epoch 1/1... Discriminator Loss: 1.4037... Generator Loss: 0.3716
Epoch 1/1... Discriminator Loss: 0.4653... Generator Loss: 1.5375
Epoch 1/1... Discriminator Loss: 0.7166... Generator Loss: 2.4957
Epoch 1/1... Discriminator Loss: 1.1148... Generator Loss: 0.5549
Epoch 1/1... Discriminator Loss: 0.7701... Generator Loss: 1.0888
Epoch 1/1... Discriminator Loss: 0.7518... Generator Loss: 3.0357
Epoch 1/1... Discriminator Loss: 0.6797... Generator Loss: 1.1437
Epoch 1/1... Discriminator Loss: 0.7466... Generator Loss: 1.5171
Epoch 1/1... Discriminator Loss: 0.5355... Generator Loss: 1.2783
Epoch 1/1... Discriminator Loss: 1.2404... Generator Loss: 0.5112
Epoch 1/1... Discriminator Loss: 0.4606... Generator Loss: 1.7707
Epoch 1/1... Discriminator Loss: 0.4464... Generator Loss: 1.9284
Epoch 1/1... Discriminator Loss: 0.6205... Generator Loss: 2.0070
Epoch 1/1... Discriminator Loss: 0.8061... Generator Loss: 0.9986
Epoch 1/1... Discriminator Loss: 0.9434... Generator Loss: 0.7712
Epoch 1/1... Discriminator Loss: 0.4074... Generator Loss: 3.4874
Epoch 1/1... Discriminator Loss: 0.5288... Generator Loss: 2.4090
Epoch 1/1... Discriminator Loss: 0.4865... Generator Loss: 1.4292
Epoch 1/1... Discriminator Loss: 1.2045... Generator Loss: 0.5377
Epoch 1/1... Discriminator Loss: 0.6574... Generator Loss: 0.8966
Epoch 1/1... Discriminator Loss: 0.6465... Generator Loss: 1.2876
Epoch 1/1... Discriminator Loss: 1.0561... Generator Loss: 0.8092
Epoch 1/1... Discriminator Loss: 0.4144... Generator Loss: 2.1465
Epoch 1/1... Discriminator Loss: 0.5019... Generator Loss: 1.6025
Epoch 1/1... Discriminator Loss: 1.1416... Generator Loss: 0.5310
Epoch 1/1... Discriminator Loss: 0.7101... Generator Loss: 2.3935
Epoch 1/1... Discriminator Loss: 0.4557... Generator Loss: 1.7110
Epoch 1/1... Discriminator Loss: 0.4162... Generator Loss: 2.0537
Epoch 1/1... Discriminator Loss: 0.4946... Generator Loss: 1.8946
Epoch 1/1... Discriminator Loss: 0.5067... Generator Loss: 1.6288
Epoch 1/1... Discriminator Loss: 0.4200... Generator Loss: 2.8965
Epoch 1/1... Discriminator Loss: 0.3367... Generator Loss: 1.7263
Epoch 1/1... Discriminator Loss: 2.1208... Generator Loss: 0.2235
Epoch 1/1... Discriminator Loss: 1.3040... Generator Loss: 0.4557
Epoch 1/1... Discriminator Loss: 1.0621... Generator Loss: 0.6878
Epoch 1/1... Discriminator Loss: 0.8212... Generator Loss: 0.9667
Epoch 1/1... Discriminator Loss: 0.6024... Generator Loss: 1.1200
Epoch 1/1... Discriminator Loss: 0.5472... Generator Loss: 1.3047
Epoch 1/1... Discriminator Loss: 1.0380... Generator Loss: 0.5798
Epoch 1/1... Discriminator Loss: 1.0368... Generator Loss: 0.7186
Epoch 1/1... Discriminator Loss: 0.7047... Generator Loss: 2.0528
Epoch 1/1... Discriminator Loss: 1.2855... Generator Loss: 0.4116
Epoch 1/1... Discriminator Loss: 0.4666... Generator Loss: 1.9693
Epoch 1/1... Discriminator Loss: 0.8977... Generator Loss: 0.7102
Epoch 1/1... Discriminator Loss: 1.1235... Generator Loss: 0.6112
Epoch 1/1... Discriminator Loss: 0.5231... Generator Loss: 1.4006
Epoch 1/1... Discriminator Loss: 0.4354... Generator Loss: 3.3784
Epoch 1/1... Discriminator Loss: 0.8457... Generator Loss: 1.1763
Epoch 1/1... Discriminator Loss: 1.0785... Generator Loss: 0.6156
Epoch 1/1... Discriminator Loss: 0.4293... Generator Loss: 2.1941
Epoch 1/1... Discriminator Loss: 0.8730... Generator Loss: 0.8678
Epoch 1/1... Discriminator Loss: 0.9203... Generator Loss: 0.9022
Epoch 1/1... Discriminator Loss: 0.9293... Generator Loss: 0.7380
Epoch 1/1... Discriminator Loss: 0.5938... Generator Loss: 1.5817
Epoch 1/1... Discriminator Loss: 1.0197... Generator Loss: 1.7441
Epoch 1/1... Discriminator Loss: 0.8458... Generator Loss: 0.8907
Epoch 1/1... Discriminator Loss: 1.2217... Generator Loss: 0.4889
Epoch 1/1... Discriminator Loss: 1.1888... Generator Loss: 0.4782
Epoch 1/1... Discriminator Loss: 1.2426... Generator Loss: 0.4291
Epoch 1/1... Discriminator Loss: 0.8468... Generator Loss: 1.0829
Epoch 1/1... Discriminator Loss: 0.7634... Generator Loss: 1.2444
Epoch 1/1... Discriminator Loss: 0.8635... Generator Loss: 1.0771
Epoch 1/1... Discriminator Loss: 1.0501... Generator Loss: 0.6130
Epoch 1/1... Discriminator Loss: 1.0264... Generator Loss: 0.9625
Epoch 1/1... Discriminator Loss: 1.3893... Generator Loss: 0.3588
Epoch 1/1... Discriminator Loss: 0.7722... Generator Loss: 1.3316
Epoch 1/1... Discriminator Loss: 0.6743... Generator Loss: 1.1475
Epoch 1/1... Discriminator Loss: 1.1636... Generator Loss: 0.7752
Epoch 1/1... Discriminator Loss: 0.8175... Generator Loss: 0.8877
Epoch 1/1... Discriminator Loss: 0.7181... Generator Loss: 1.0927
Epoch 1/1... Discriminator Loss: 0.8166... Generator Loss: 1.0698
Epoch 1/1... Discriminator Loss: 1.0174... Generator Loss: 0.9593
Epoch 1/1... Discriminator Loss: 0.5560... Generator Loss: 1.7615
Epoch 1/1... Discriminator Loss: 0.9019... Generator Loss: 0.8858
Epoch 1/1... Discriminator Loss: 0.8572... Generator Loss: 1.5105
Epoch 1/1... Discriminator Loss: 0.9614... Generator Loss: 0.7158
Epoch 1/1... Discriminator Loss: 1.2568... Generator Loss: 0.4912
Epoch 1/1... Discriminator Loss: 0.9405... Generator Loss: 1.0213
Epoch 1/1... Discriminator Loss: 0.9406... Generator Loss: 0.7120
Epoch 1/1... Discriminator Loss: 1.0418... Generator Loss: 0.6674
Epoch 1/1... Discriminator Loss: 1.4011... Generator Loss: 0.4714
Epoch 1/1... Discriminator Loss: 0.7144... Generator Loss: 1.1262
Epoch 1/1... Discriminator Loss: 1.0713... Generator Loss: 0.6813
Epoch 1/1... Discriminator Loss: 0.6507... Generator Loss: 0.9654
Epoch 1/1... Discriminator Loss: 1.0891... Generator Loss: 0.7131
Epoch 1/1... Discriminator Loss: 0.4649... Generator Loss: 1.5557
Epoch 1/1... Discriminator Loss: 0.5207... Generator Loss: 1.6394
Epoch 1/1... Discriminator Loss: 1.0650... Generator Loss: 0.6306
Epoch 1/1... Discriminator Loss: 0.8534... Generator Loss: 1.0792
Epoch 1/1... Discriminator Loss: 1.2061... Generator Loss: 0.4767
Epoch 1/1... Discriminator Loss: 0.6900... Generator Loss: 1.0655
Epoch 1/1... Discriminator Loss: 0.5576... Generator Loss: 2.0841
Epoch 1/1... Discriminator Loss: 0.5787... Generator Loss: 1.3228
Epoch 1/1... Discriminator Loss: 0.6319... Generator Loss: 1.1749
Epoch 1/1... Discriminator Loss: 0.7064... Generator Loss: 1.2331
Epoch 1/1... Discriminator Loss: 0.5871... Generator Loss: 2.6154
Epoch 1/1... Discriminator Loss: 0.7776... Generator Loss: 1.1958
Epoch 1/1... Discriminator Loss: 0.4518... Generator Loss: 1.5064
Epoch 1/1... Discriminator Loss: 0.6959... Generator Loss: 0.9417
Epoch 1/1... Discriminator Loss: 0.7244... Generator Loss: 1.3452
Epoch 1/1... Discriminator Loss: 0.8658... Generator Loss: 0.8213
Epoch 1/1... Discriminator Loss: 0.6135... Generator Loss: 1.3559
Epoch 1/1... Discriminator Loss: 0.5970... Generator Loss: 1.8133
Epoch 1/1... Discriminator Loss: 0.5056... Generator Loss: 1.6408
Epoch 1/1... Discriminator Loss: 1.2392... Generator Loss: 0.6760
Epoch 1/1... Discriminator Loss: 0.7606... Generator Loss: 0.8887
Epoch 1/1... Discriminator Loss: 1.1236... Generator Loss: 1.0340
Epoch 1/1... Discriminator Loss: 1.0618... Generator Loss: 0.6490
Epoch 1/1... Discriminator Loss: 0.6245... Generator Loss: 3.6726
Epoch 1/1... Discriminator Loss: 0.8324... Generator Loss: 0.9929
Epoch 1/1... Discriminator Loss: 0.5711... Generator Loss: 1.3208
Epoch 1/1... Discriminator Loss: 0.4649... Generator Loss: 2.3128
Epoch 1/1... Discriminator Loss: 0.5664... Generator Loss: 1.2561
Epoch 1/1... Discriminator Loss: 0.5579... Generator Loss: 2.7522
Epoch 1/1... Discriminator Loss: 0.5919... Generator Loss: 2.9311
Epoch 1/1... Discriminator Loss: 0.6085... Generator Loss: 1.3715
Epoch 1/1... Discriminator Loss: 0.5469... Generator Loss: 1.6864
Epoch 1/1... Discriminator Loss: 1.2694... Generator Loss: 0.4918
Epoch 1/1... Discriminator Loss: 0.8996... Generator Loss: 0.9806
Epoch 1/1... Discriminator Loss: 0.7311... Generator Loss: 1.0058
Epoch 1/1... Discriminator Loss: 1.0545... Generator Loss: 0.7350
Epoch 1/1... Discriminator Loss: 0.7571... Generator Loss: 1.0868
Epoch 1/1... Discriminator Loss: 1.0507... Generator Loss: 0.5998
Epoch 1/1... Discriminator Loss: 1.0119... Generator Loss: 0.7337
Epoch 1/1... Discriminator Loss: 0.8743... Generator Loss: 0.8182
Epoch 1/1... Discriminator Loss: 0.7548... Generator Loss: 0.9313
Epoch 1/1... Discriminator Loss: 0.6670... Generator Loss: 1.0097
Epoch 1/1... Discriminator Loss: 0.9217... Generator Loss: 0.7903
Epoch 1/1... Discriminator Loss: 1.3678... Generator Loss: 0.4124
Epoch 1/1... Discriminator Loss: 0.9765... Generator Loss: 0.5975
Epoch 1/1... Discriminator Loss: 0.3475... Generator Loss: 1.9038
Epoch 1/1... Discriminator Loss: 0.5901... Generator Loss: 1.2809
Epoch 1/1... Discriminator Loss: 1.2092... Generator Loss: 0.4320
Epoch 1/1... Discriminator Loss: 1.1046... Generator Loss: 0.5400
Epoch 1/1... Discriminator Loss: 0.6148... Generator Loss: 1.1184
Epoch 1/1... Discriminator Loss: 0.7955... Generator Loss: 0.8851
Epoch 1/1... Discriminator Loss: 1.6559... Generator Loss: 0.2814
Epoch 1/1... Discriminator Loss: 0.3577... Generator Loss: 1.9251
Epoch 1/1... Discriminator Loss: 0.7576... Generator Loss: 0.9922
Epoch 1/1... Discriminator Loss: 0.8656... Generator Loss: 0.7545
Epoch 1/1... Discriminator Loss: 0.6225... Generator Loss: 2.1238
Epoch 1/1... Discriminator Loss: 0.9898... Generator Loss: 0.6697
Epoch 1/1... Discriminator Loss: 0.7710... Generator Loss: 1.2378
Epoch 1/1... Discriminator Loss: 0.7737... Generator Loss: 0.8719
Epoch 1/1... Discriminator Loss: 0.4991... Generator Loss: 1.5165
Epoch 1/1... Discriminator Loss: 0.6584... Generator Loss: 1.6932
Epoch 1/1... Discriminator Loss: 0.5300... Generator Loss: 1.2602
Epoch 1/1... Discriminator Loss: 0.9906... Generator Loss: 0.6501
Epoch 1/1... Discriminator Loss: 1.1453... Generator Loss: 0.4870
Epoch 1/1... Discriminator Loss: 0.5866... Generator Loss: 2.0211
Epoch 1/1... Discriminator Loss: 0.6798... Generator Loss: 1.1768
Epoch 1/1... Discriminator Loss: 0.9323... Generator Loss: 0.7109
Epoch 1/1... Discriminator Loss: 0.5261... Generator Loss: 1.1823
Epoch 1/1... Discriminator Loss: 0.4668... Generator Loss: 1.9848
Epoch 1/1... Discriminator Loss: 0.3857... Generator Loss: 1.9297
Epoch 1/1... Discriminator Loss: 0.4613... Generator Loss: 1.6799
Epoch 1/1... Discriminator Loss: 0.4598... Generator Loss: 1.8207
Epoch 1/1... Discriminator Loss: 0.3079... Generator Loss: 2.7137
Epoch 1/1... Discriminator Loss: 0.7328... Generator Loss: 1.0088
Epoch 1/1... Discriminator Loss: 0.4414... Generator Loss: 3.1808
Epoch 1/1... Discriminator Loss: 0.8482... Generator Loss: 1.1258
Epoch 1/1... Discriminator Loss: 0.3758... Generator Loss: 3.3153
Epoch 1/1... Discriminator Loss: 1.1700... Generator Loss: 0.4943
Epoch 1/1... Discriminator Loss: 0.3740... Generator Loss: 2.2915
Epoch 1/1... Discriminator Loss: 0.4832... Generator Loss: 2.0736
Epoch 1/1... Discriminator Loss: 0.7223... Generator Loss: 1.9160
Epoch 1/1... Discriminator Loss: 0.7178... Generator Loss: 1.0295
Epoch 1/1... Discriminator Loss: 0.3947... Generator Loss: 1.6805
Epoch 1/1... Discriminator Loss: 0.4596... Generator Loss: 1.3605
Epoch 1/1... Discriminator Loss: 0.4943... Generator Loss: 1.7930
Epoch 1/1... Discriminator Loss: 0.5494... Generator Loss: 1.4765
Epoch 1/1... Discriminator Loss: 0.9988... Generator Loss: 0.6667
Epoch 1/1... Discriminator Loss: 0.8177... Generator Loss: 1.1048
Epoch 1/1... Discriminator Loss: 0.5020... Generator Loss: 1.5828
Epoch 1/1... Discriminator Loss: 0.5418... Generator Loss: 1.9572
Epoch 1/1... Discriminator Loss: 0.5833... Generator Loss: 1.3979
Epoch 1/1... Discriminator Loss: 0.4713... Generator Loss: 1.9298
Epoch 1/1... Discriminator Loss: 0.8917... Generator Loss: 0.6745
Epoch 1/1... Discriminator Loss: 1.2993... Generator Loss: 0.4728
Epoch 1/1... Discriminator Loss: 0.9965... Generator Loss: 2.7270
Epoch 1/1... Discriminator Loss: 0.5243... Generator Loss: 1.7046
Epoch 1/1... Discriminator Loss: 0.9319... Generator Loss: 0.7032
Epoch 1/1... Discriminator Loss: 0.6368... Generator Loss: 1.7871
Epoch 1/1... Discriminator Loss: 1.0121... Generator Loss: 1.3141
Epoch 1/1... Discriminator Loss: 0.4501... Generator Loss: 1.9157
Epoch 1/1... Discriminator Loss: 1.0887... Generator Loss: 0.7221
Epoch 1/1... Discriminator Loss: 0.6118... Generator Loss: 1.2624
Epoch 1/1... Discriminator Loss: 0.8424... Generator Loss: 0.9862
Epoch 1/1... Discriminator Loss: 0.9372... Generator Loss: 0.8476
Epoch 1/1... Discriminator Loss: 0.5755... Generator Loss: 1.4798
Epoch 1/1... Discriminator Loss: 0.6776... Generator Loss: 1.1778
Epoch 1/1... Discriminator Loss: 0.8025... Generator Loss: 1.2336
Epoch 1/1... Discriminator Loss: 0.4572... Generator Loss: 1.9521
Epoch 1/1... Discriminator Loss: 1.2472... Generator Loss: 0.4566
Epoch 1/1... Discriminator Loss: 0.3678... Generator Loss: 2.1413
Epoch 1/1... Discriminator Loss: 1.1234... Generator Loss: 0.5722
Epoch 1/1... Discriminator Loss: 0.4451... Generator Loss: 2.6393
Epoch 1/1... Discriminator Loss: 1.0237... Generator Loss: 0.8961
Epoch 1/1... Discriminator Loss: 0.8756... Generator Loss: 0.7369
Epoch 1/1... Discriminator Loss: 0.9541... Generator Loss: 0.6465
Epoch 1/1... Discriminator Loss: 0.6539... Generator Loss: 1.9277
Epoch 1/1... Discriminator Loss: 1.3047... Generator Loss: 0.4203
Epoch 1/1... Discriminator Loss: 0.6655... Generator Loss: 1.1518
Epoch 1/1... Discriminator Loss: 0.9986... Generator Loss: 0.6695
Epoch 1/1... Discriminator Loss: 0.8747... Generator Loss: 0.7986
Epoch 1/1... Discriminator Loss: 0.9674... Generator Loss: 0.6769
Epoch 1/1... Discriminator Loss: 0.3332... Generator Loss: 2.5565
Epoch 1/1... Discriminator Loss: 0.9589... Generator Loss: 0.7170
Epoch 1/1... Discriminator Loss: 0.9205... Generator Loss: 0.6790
Epoch 1/1... Discriminator Loss: 0.9861... Generator Loss: 0.7688
Epoch 1/1... Discriminator Loss: 0.6851... Generator Loss: 1.1260
Epoch 1/1... Discriminator Loss: 1.1214... Generator Loss: 0.8479
Epoch 1/1... Discriminator Loss: 0.8108... Generator Loss: 1.1608
Epoch 1/1... Discriminator Loss: 0.7405... Generator Loss: 1.1362
Epoch 1/1... Discriminator Loss: 0.3745... Generator Loss: 1.9887
Epoch 1/1... Discriminator Loss: 0.9524... Generator Loss: 0.7112
Epoch 1/1... Discriminator Loss: 0.6478... Generator Loss: 1.6646
Epoch 1/1... Discriminator Loss: 0.5300... Generator Loss: 1.2279
Epoch 1/1... Discriminator Loss: 0.6600... Generator Loss: 1.9978
Epoch 1/1... Discriminator Loss: 0.6998... Generator Loss: 1.0529
Epoch 1/1... Discriminator Loss: 0.7115... Generator Loss: 1.3710
Epoch 1/1... Discriminator Loss: 1.1762... Generator Loss: 0.5254
Epoch 1/1... Discriminator Loss: 1.4746... Generator Loss: 0.4209
Epoch 1/1... Discriminator Loss: 0.4210... Generator Loss: 1.8234
Epoch 1/1... Discriminator Loss: 0.6911... Generator Loss: 1.0270
Epoch 1/1... Discriminator Loss: 0.4819... Generator Loss: 1.5352
Epoch 1/1... Discriminator Loss: 0.6094... Generator Loss: 1.4271
Epoch 1/1... Discriminator Loss: 1.3662... Generator Loss: 0.3908
Epoch 1/1... Discriminator Loss: 0.4767... Generator Loss: 1.7244
Epoch 1/1... Discriminator Loss: 1.0956... Generator Loss: 0.6171
Epoch 1/1... Discriminator Loss: 0.7874... Generator Loss: 0.9706
Epoch 1/1... Discriminator Loss: 0.6125... Generator Loss: 1.3586
Epoch 1/1... Discriminator Loss: 1.0888... Generator Loss: 0.6874
Epoch 1/1... Discriminator Loss: 0.9035... Generator Loss: 1.0729
Epoch 1/1... Discriminator Loss: 0.6192... Generator Loss: 1.0039
Epoch 1/1... Discriminator Loss: 0.6965... Generator Loss: 1.1777
Epoch 1/1... Discriminator Loss: 1.2245... Generator Loss: 0.4552
Epoch 1/1... Discriminator Loss: 0.4305... Generator Loss: 1.7613
Epoch 1/1... Discriminator Loss: 0.6710... Generator Loss: 1.2676
Epoch 1/1... Discriminator Loss: 1.0164... Generator Loss: 0.7699
Epoch 1/1... Discriminator Loss: 0.7660... Generator Loss: 0.9178
Epoch 1/1... Discriminator Loss: 0.5800... Generator Loss: 1.4500
Epoch 1/1... Discriminator Loss: 0.3754... Generator Loss: 2.3650
Epoch 1/1... Discriminator Loss: 0.6996... Generator Loss: 0.9402
Epoch 1/1... Discriminator Loss: 0.5286... Generator Loss: 1.2524
Epoch 1/1... Discriminator Loss: 0.8417... Generator Loss: 0.7648
Epoch 1/1... Discriminator Loss: 0.6640... Generator Loss: 1.7593
Epoch 1/1... Discriminator Loss: 0.9829... Generator Loss: 1.5918
Epoch 1/1... Discriminator Loss: 0.4289... Generator Loss: 1.5168
Epoch 1/1... Discriminator Loss: 0.3747... Generator Loss: 2.1337
Epoch 1/1... Discriminator Loss: 0.5665... Generator Loss: 1.7161
Epoch 1/1... Discriminator Loss: 0.7501... Generator Loss: 1.1962
Epoch 1/1... Discriminator Loss: 0.6113... Generator Loss: 1.4458
Epoch 1/1... Discriminator Loss: 0.4470... Generator Loss: 2.5816
Epoch 1/1... Discriminator Loss: 0.9544... Generator Loss: 0.8074
Epoch 1/1... Discriminator Loss: 0.8174... Generator Loss: 0.8194
Epoch 1/1... Discriminator Loss: 0.4193... Generator Loss: 1.6521
Epoch 1/1... Discriminator Loss: 0.5150... Generator Loss: 1.9113
Epoch 1/1... Discriminator Loss: 0.5806... Generator Loss: 1.9134
Epoch 1/1... Discriminator Loss: 1.1100... Generator Loss: 0.6268
Epoch 1/1... Discriminator Loss: 0.4923... Generator Loss: 1.1932
Epoch 1/1... Discriminator Loss: 0.5935... Generator Loss: 1.4026
Epoch 1/1... Discriminator Loss: 0.3881... Generator Loss: 2.0612
Epoch 1/1... Discriminator Loss: 0.6071... Generator Loss: 1.2463
Epoch 1/1... Discriminator Loss: 0.7023... Generator Loss: 1.1232
Epoch 1/1... Discriminator Loss: 0.4550... Generator Loss: 2.2424
Epoch 1/1... Discriminator Loss: 0.8378... Generator Loss: 0.9174
Epoch 1/1... Discriminator Loss: 0.5657... Generator Loss: 1.3188
Epoch 1/1... Discriminator Loss: 0.5316... Generator Loss: 1.2986
Epoch 1/1... Discriminator Loss: 0.5574... Generator Loss: 1.4325
Epoch 1/1... Discriminator Loss: 0.4050... Generator Loss: 1.8403
Epoch 1/1... Discriminator Loss: 0.4082... Generator Loss: 2.0069
Epoch 1/1... Discriminator Loss: 0.6989... Generator Loss: 1.1044
Epoch 1/1... Discriminator Loss: 0.6050... Generator Loss: 1.2708
Epoch 1/1... Discriminator Loss: 0.3553... Generator Loss: 1.9118
Epoch 1/1... Discriminator Loss: 0.5075... Generator Loss: 1.4713
Epoch 1/1... Discriminator Loss: 1.0633... Generator Loss: 0.7093
Epoch 1/1... Discriminator Loss: 0.8777... Generator Loss: 1.0675
Epoch 1/1... Discriminator Loss: 0.8812... Generator Loss: 0.8499
Epoch 1/1... Discriminator Loss: 0.9849... Generator Loss: 0.6761
Epoch 1/1... Discriminator Loss: 0.5775... Generator Loss: 1.1154
Epoch 1/1... Discriminator Loss: 1.5872... Generator Loss: 0.3730
Epoch 1/1... Discriminator Loss: 0.6326... Generator Loss: 1.1909
Epoch 1/1... Discriminator Loss: 0.5880... Generator Loss: 1.1994
Epoch 1/1... Discriminator Loss: 0.9942... Generator Loss: 0.8442
Epoch 1/1... Discriminator Loss: 0.2827... Generator Loss: 3.2496
Epoch 1/1... Discriminator Loss: 0.4896... Generator Loss: 1.4694
Epoch 1/1... Discriminator Loss: 1.2476... Generator Loss: 0.4261
Epoch 1/1... Discriminator Loss: 0.6129... Generator Loss: 1.0925
Epoch 1/1... Discriminator Loss: 0.4154... Generator Loss: 2.4264
Epoch 1/1... Discriminator Loss: 0.6480... Generator Loss: 1.6088
Epoch 1/1... Discriminator Loss: 0.6114... Generator Loss: 1.7967
Epoch 1/1... Discriminator Loss: 1.0444... Generator Loss: 0.7981
Epoch 1/1... Discriminator Loss: 0.5612... Generator Loss: 1.1626
Epoch 1/1... Discriminator Loss: 1.0708... Generator Loss: 0.5893
Epoch 1/1... Discriminator Loss: 0.8588... Generator Loss: 1.2205
Epoch 1/1... Discriminator Loss: 0.5382... Generator Loss: 1.5603
Epoch 1/1... Discriminator Loss: 0.6591... Generator Loss: 1.2227
Epoch 1/1... Discriminator Loss: 0.3215... Generator Loss: 2.3514
Epoch 1/1... Discriminator Loss: 0.4646... Generator Loss: 1.5788
Epoch 1/1... Discriminator Loss: 0.5944... Generator Loss: 1.3222
Epoch 1/1... Discriminator Loss: 0.9085... Generator Loss: 2.5192
Epoch 1/1... Discriminator Loss: 0.6658... Generator Loss: 1.1633
Epoch 1/1... Discriminator Loss: 0.4107... Generator Loss: 2.6788
Epoch 1/1... Discriminator Loss: 0.6730... Generator Loss: 1.6754
Epoch 1/1... Discriminator Loss: 1.0908... Generator Loss: 0.5948
Epoch 1/1... Discriminator Loss: 0.5446... Generator Loss: 2.5433
Epoch 1/1... Discriminator Loss: 0.5681... Generator Loss: 1.2155
Epoch 1/1... Discriminator Loss: 1.1197... Generator Loss: 0.5708
Epoch 1/1... Discriminator Loss: 0.5685... Generator Loss: 1.7656
Epoch 1/1... Discriminator Loss: 0.5800... Generator Loss: 1.3565
Epoch 1/1... Discriminator Loss: 0.7642... Generator Loss: 1.1208
Epoch 1/1... Discriminator Loss: 1.0392... Generator Loss: 0.6660
Epoch 1/1... Discriminator Loss: 0.6267... Generator Loss: 1.4238
Epoch 1/1... Discriminator Loss: 0.6909... Generator Loss: 1.2867
Epoch 1/1... Discriminator Loss: 0.4628... Generator Loss: 1.6319
Epoch 1/1... Discriminator Loss: 0.4853... Generator Loss: 2.1507
Epoch 1/1... Discriminator Loss: 0.5275... Generator Loss: 1.2081
Epoch 1/1... Discriminator Loss: 0.5228... Generator Loss: 1.2269
Epoch 1/1... Discriminator Loss: 0.4417... Generator Loss: 2.0598
Epoch 1/1... Discriminator Loss: 0.4317... Generator Loss: 1.4859
Epoch 1/1... Discriminator Loss: 0.5956... Generator Loss: 2.0052
Epoch 1/1... Discriminator Loss: 0.4950... Generator Loss: 1.9101
Epoch 1/1... Discriminator Loss: 0.3952... Generator Loss: 1.7506
Epoch 1/1... Discriminator Loss: 0.8949... Generator Loss: 1.1126
Epoch 1/1... Discriminator Loss: 0.5481... Generator Loss: 1.7341
Epoch 1/1... Discriminator Loss: 0.5290... Generator Loss: 1.4508
Epoch 1/1... Discriminator Loss: 1.0159... Generator Loss: 0.6796
Epoch 1/1... Discriminator Loss: 0.4525... Generator Loss: 2.6460
Epoch 1/1... Discriminator Loss: 0.6695... Generator Loss: 0.9599
Epoch 1/1... Discriminator Loss: 0.5795... Generator Loss: 1.5177
Epoch 1/1... Discriminator Loss: 0.7247... Generator Loss: 1.1344
Epoch 1/1... Discriminator Loss: 1.1756... Generator Loss: 0.7833
Epoch 1/1... Discriminator Loss: 0.6300... Generator Loss: 1.3996
Epoch 1/1... Discriminator Loss: 0.8270... Generator Loss: 0.9929
Epoch 1/1... Discriminator Loss: 0.7486... Generator Loss: 1.6430
Epoch 1/1... Discriminator Loss: 0.5153... Generator Loss: 1.3340
Epoch 1/1... Discriminator Loss: 0.5955... Generator Loss: 1.7626
Epoch 1/1... Discriminator Loss: 0.3757... Generator Loss: 2.2519
Epoch 1/1... Discriminator Loss: 0.4600... Generator Loss: 2.2433
Epoch 1/1... Discriminator Loss: 0.7280... Generator Loss: 0.9140
Epoch 1/1... Discriminator Loss: 0.6965... Generator Loss: 1.7617
Epoch 1/1... Discriminator Loss: 0.6113... Generator Loss: 1.4137
Epoch 1/1... Discriminator Loss: 0.4782... Generator Loss: 1.5900
Epoch 1/1... Discriminator Loss: 0.7997... Generator Loss: 0.9266
Epoch 1/1... Discriminator Loss: 0.3820... Generator Loss: 2.1628
Epoch 1/1... Discriminator Loss: 0.8463... Generator Loss: 1.0871
Epoch 1/1... Discriminator Loss: 0.4283... Generator Loss: 1.6997
Epoch 1/1... Discriminator Loss: 0.4094... Generator Loss: 1.7226
Epoch 1/1... Discriminator Loss: 0.3856... Generator Loss: 1.9521
Epoch 1/1... Discriminator Loss: 0.4241... Generator Loss: 2.9186
Epoch 1/1... Discriminator Loss: 0.2830... Generator Loss: 2.3498
Epoch 1/1... Discriminator Loss: 0.4676... Generator Loss: 1.8272
Epoch 1/1... Discriminator Loss: 0.5310... Generator Loss: 1.4836
Epoch 1/1... Discriminator Loss: 0.5059... Generator Loss: 1.3500
Epoch 1/1... Discriminator Loss: 0.9931... Generator Loss: 0.6614
Epoch 1/1... Discriminator Loss: 0.4449... Generator Loss: 1.8193
Epoch 1/1... Discriminator Loss: 0.6328... Generator Loss: 1.1605
Epoch 1/1... Discriminator Loss: 0.9158... Generator Loss: 0.9376
Epoch 1/1... Discriminator Loss: 0.3160... Generator Loss: 2.3353
Epoch 1/1... Discriminator Loss: 0.7073... Generator Loss: 1.0346
Epoch 1/1... Discriminator Loss: 0.5886... Generator Loss: 1.1806
Epoch 1/1... Discriminator Loss: 0.5655... Generator Loss: 2.9554
Epoch 1/1... Discriminator Loss: 0.7700... Generator Loss: 1.0896
Epoch 1/1... Discriminator Loss: 0.5164... Generator Loss: 1.2444
Epoch 1/1... Discriminator Loss: 0.6649... Generator Loss: 1.3091
Epoch 1/1... Discriminator Loss: 0.4351... Generator Loss: 3.3424
Epoch 1/1... Discriminator Loss: 0.5897... Generator Loss: 3.6158
Epoch 1/1... Discriminator Loss: 0.6333... Generator Loss: 1.4650
Epoch 1/1... Discriminator Loss: 0.5495... Generator Loss: 1.3900
Epoch 1/1... Discriminator Loss: 1.0382... Generator Loss: 0.6238
Epoch 1/1... Discriminator Loss: 0.9197... Generator Loss: 1.3168
Epoch 1/1... Discriminator Loss: 0.5073... Generator Loss: 1.4502
Epoch 1/1... Discriminator Loss: 0.8985... Generator Loss: 0.7764
Epoch 1/1... Discriminator Loss: 0.5854... Generator Loss: 2.5582
Epoch 1/1... Discriminator Loss: 0.4710... Generator Loss: 2.0861
Epoch 1/1... Discriminator Loss: 0.9252... Generator Loss: 0.6952
Epoch 1/1... Discriminator Loss: 0.5114... Generator Loss: 1.3463
Epoch 1/1... Discriminator Loss: 0.6084... Generator Loss: 1.4963
Epoch 1/1... Discriminator Loss: 0.6847... Generator Loss: 1.0790
Epoch 1/1... Discriminator Loss: 0.5154... Generator Loss: 2.0240
Epoch 1/1... Discriminator Loss: 0.9165... Generator Loss: 0.9577
Epoch 1/1... Discriminator Loss: 0.4883... Generator Loss: 1.4243
Epoch 1/1... Discriminator Loss: 0.5892... Generator Loss: 1.1616
Epoch 1/1... Discriminator Loss: 0.8628... Generator Loss: 0.9802
Epoch 1/1... Discriminator Loss: 0.4947... Generator Loss: 2.9349
Epoch 1/1... Discriminator Loss: 0.6232... Generator Loss: 1.4368
Epoch 1/1... Discriminator Loss: 0.3716... Generator Loss: 1.7118
Epoch 1/1... Discriminator Loss: 1.0287... Generator Loss: 0.7529
Epoch 1/1... Discriminator Loss: 0.6497... Generator Loss: 1.1917
Epoch 1/1... Discriminator Loss: 0.5469... Generator Loss: 1.5740
Epoch 1/1... Discriminator Loss: 0.4911... Generator Loss: 1.4972
Epoch 1/1... Discriminator Loss: 0.6121... Generator Loss: 2.8381
Epoch 1/1... Discriminator Loss: 0.4957... Generator Loss: 1.8575
Epoch 1/1... Discriminator Loss: 0.4451... Generator Loss: 1.7687
Epoch 1/1... Discriminator Loss: 0.5038... Generator Loss: 1.3760
Epoch 1/1... Discriminator Loss: 0.7191... Generator Loss: 2.8555
Epoch 1/1... Discriminator Loss: 0.5727... Generator Loss: 1.3715
Epoch 1/1... Discriminator Loss: 0.3784... Generator Loss: 3.1535
Epoch 1/1... Discriminator Loss: 0.5671... Generator Loss: 1.1989
Epoch 1/1... Discriminator Loss: 0.6899... Generator Loss: 2.1073
Epoch 1/1... Discriminator Loss: 0.4719... Generator Loss: 1.8538
Epoch 1/1... Discriminator Loss: 1.0534... Generator Loss: 0.7645
Epoch 1/1... Discriminator Loss: 0.7254... Generator Loss: 1.4264
Epoch 1/1... Discriminator Loss: 0.3617... Generator Loss: 1.8190
Epoch 1/1... Discriminator Loss: 0.5842... Generator Loss: 1.4268
Epoch 1/1... Discriminator Loss: 0.3667... Generator Loss: 1.7564
Epoch 1/1... Discriminator Loss: 0.5092... Generator Loss: 1.3757
Epoch 1/1... Discriminator Loss: 0.5623... Generator Loss: 1.5895
Epoch 1/1... Discriminator Loss: 0.7071... Generator Loss: 1.1271
Epoch 1/1... Discriminator Loss: 0.9164... Generator Loss: 0.8514
Epoch 1/1... Discriminator Loss: 0.4917... Generator Loss: 2.3234
Epoch 1/1... Discriminator Loss: 0.4389... Generator Loss: 1.7526
Epoch 1/1... Discriminator Loss: 0.7939... Generator Loss: 1.2233
Epoch 1/1... Discriminator Loss: 0.6484... Generator Loss: 1.4889
Epoch 1/1... Discriminator Loss: 0.7684... Generator Loss: 0.9602
Epoch 1/1... Discriminator Loss: 1.0378... Generator Loss: 0.5678
Epoch 1/1... Discriminator Loss: 0.8122... Generator Loss: 0.8447
Epoch 1/1... Discriminator Loss: 0.6371... Generator Loss: 1.1757
Epoch 1/1... Discriminator Loss: 0.3881... Generator Loss: 1.5457
Epoch 1/1... Discriminator Loss: 0.9051... Generator Loss: 0.8427
Epoch 1/1... Discriminator Loss: 0.3726... Generator Loss: 2.3024
Epoch 1/1... Discriminator Loss: 0.3829... Generator Loss: 3.3922
Epoch 1/1... Discriminator Loss: 0.4834... Generator Loss: 1.5211
Epoch 1/1... Discriminator Loss: 0.3865... Generator Loss: 1.5026
Epoch 1/1... Discriminator Loss: 0.8344... Generator Loss: 0.8726
Epoch 1/1... Discriminator Loss: 0.5173... Generator Loss: 1.5230
Epoch 1/1... Discriminator Loss: 0.5855... Generator Loss: 1.1865
Epoch 1/1... Discriminator Loss: 0.3162... Generator Loss: 2.8448
Epoch 1/1... Discriminator Loss: 0.4866... Generator Loss: 1.2706
Epoch 1/1... Discriminator Loss: 0.4117... Generator Loss: 1.7842
Epoch 1/1... Discriminator Loss: 1.2721... Generator Loss: 0.4198
Epoch 1/1... Discriminator Loss: 0.8457... Generator Loss: 0.8223
Epoch 1/1... Discriminator Loss: 0.6112... Generator Loss: 1.3283
Epoch 1/1... Discriminator Loss: 0.6325... Generator Loss: 1.1018
Epoch 1/1... Discriminator Loss: 0.7982... Generator Loss: 1.2698
Epoch 1/1... Discriminator Loss: 0.3580... Generator Loss: 1.7813
Epoch 1/1... Discriminator Loss: 1.1619... Generator Loss: 0.6724
Epoch 1/1... Discriminator Loss: 0.4476... Generator Loss: 1.8658
Epoch 1/1... Discriminator Loss: 1.1255... Generator Loss: 0.7016
Epoch 1/1... Discriminator Loss: 1.1118... Generator Loss: 0.5431
Epoch 1/1... Discriminator Loss: 0.4533... Generator Loss: 1.7397
Epoch 1/1... Discriminator Loss: 1.0653... Generator Loss: 0.5958
Epoch 1/1... Discriminator Loss: 0.4184... Generator Loss: 1.7528
Epoch 1/1... Discriminator Loss: 1.3194... Generator Loss: 0.4088
Epoch 1/1... Discriminator Loss: 1.0699... Generator Loss: 0.7069
Epoch 1/1... Discriminator Loss: 1.4750... Generator Loss: 0.4928
Epoch 1/1... Discriminator Loss: 0.4186... Generator Loss: 1.5811
Epoch 1/1... Discriminator Loss: 0.3987... Generator Loss: 1.6175
Epoch 1/1... Discriminator Loss: 0.7314... Generator Loss: 1.1886
Epoch 1/1... Discriminator Loss: 0.5317... Generator Loss: 1.8297
Epoch 1/1... Discriminator Loss: 0.7038... Generator Loss: 1.0226
Epoch 1/1... Discriminator Loss: 0.3757... Generator Loss: 1.8559
Epoch 1/1... Discriminator Loss: 0.5788... Generator Loss: 1.3388
Epoch 1/1... Discriminator Loss: 0.2649... Generator Loss: 2.3036
Epoch 1/1... Discriminator Loss: 0.6067... Generator Loss: 1.0818
Epoch 1/1... Discriminator Loss: 0.7448... Generator Loss: 1.2250
Epoch 1/1... Discriminator Loss: 0.7570... Generator Loss: 0.9505
Epoch 1/1... Discriminator Loss: 0.3509... Generator Loss: 2.9006
Epoch 1/1... Discriminator Loss: 0.9200... Generator Loss: 0.7097
Epoch 1/1... Discriminator Loss: 0.5117... Generator Loss: 1.4945
Epoch 1/1... Discriminator Loss: 0.3493... Generator Loss: 3.7649
Epoch 1/1... Discriminator Loss: 0.5662... Generator Loss: 1.5087
Epoch 1/1... Discriminator Loss: 0.5011... Generator Loss: 2.6279
Epoch 1/1... Discriminator Loss: 0.7038... Generator Loss: 1.2353
Epoch 1/1... Discriminator Loss: 0.9775... Generator Loss: 0.7308
Epoch 1/1... Discriminator Loss: 0.6614... Generator Loss: 1.3597
Epoch 1/1... Discriminator Loss: 0.5341... Generator Loss: 1.5260
Epoch 1/1... Discriminator Loss: 0.5437... Generator Loss: 1.3414
Epoch 1/1... Discriminator Loss: 0.9132... Generator Loss: 0.7782
Epoch 1/1... Discriminator Loss: 0.3471... Generator Loss: 2.1411
Epoch 1/1... Discriminator Loss: 0.5994... Generator Loss: 2.1876
Epoch 1/1... Discriminator Loss: 0.4515... Generator Loss: 1.8316
Epoch 1/1... Discriminator Loss: 0.6460... Generator Loss: 1.2638
Epoch 1/1... Discriminator Loss: 0.5345... Generator Loss: 1.8800
Epoch 1/1... Discriminator Loss: 0.7283... Generator Loss: 0.9612
Epoch 1/1... Discriminator Loss: 0.9846... Generator Loss: 1.0936
Epoch 1/1... Discriminator Loss: 0.7092... Generator Loss: 0.8942
Epoch 1/1... Discriminator Loss: 0.6849... Generator Loss: 2.2048
Epoch 1/1... Discriminator Loss: 0.6575... Generator Loss: 1.3499
Epoch 1/1... Discriminator Loss: 0.8894... Generator Loss: 1.0108
Epoch 1/1... Discriminator Loss: 0.5512... Generator Loss: 1.6117
Epoch 1/1... Discriminator Loss: 0.6326... Generator Loss: 1.6813
Epoch 1/1... Discriminator Loss: 0.6970... Generator Loss: 1.0310
Epoch 1/1... Discriminator Loss: 0.6347... Generator Loss: 1.4912
Epoch 1/1... Discriminator Loss: 0.7562... Generator Loss: 0.8509
Epoch 1/1... Discriminator Loss: 0.4791... Generator Loss: 2.1901
Epoch 1/1... Discriminator Loss: 0.4896... Generator Loss: 1.6319
Epoch 1/1... Discriminator Loss: 0.4573... Generator Loss: 1.9855
Epoch 1/1... Discriminator Loss: 0.5657... Generator Loss: 1.4374
Epoch 1/1... Discriminator Loss: 0.9979... Generator Loss: 0.5967
Epoch 1/1... Discriminator Loss: 0.4596... Generator Loss: 1.5373
Epoch 1/1... Discriminator Loss: 0.8897... Generator Loss: 1.0147
Epoch 1/1... Discriminator Loss: 0.5515... Generator Loss: 1.8764
Epoch 1/1... Discriminator Loss: 0.8229... Generator Loss: 1.1156
Epoch 1/1... Discriminator Loss: 0.2949... Generator Loss: 1.9054
Epoch 1/1... Discriminator Loss: 1.0633... Generator Loss: 0.5841
Epoch 1/1... Discriminator Loss: 0.6508... Generator Loss: 0.9423
Epoch 1/1... Discriminator Loss: 0.4356... Generator Loss: 1.8265
Epoch 1/1... Discriminator Loss: 0.3491... Generator Loss: 1.7439
Epoch 1/1... Discriminator Loss: 0.6424... Generator Loss: 1.0400
Epoch 1/1... Discriminator Loss: 1.0185... Generator Loss: 1.0357
Epoch 1/1... Discriminator Loss: 0.4568... Generator Loss: 3.1480
Epoch 1/1... Discriminator Loss: 0.5910... Generator Loss: 1.4323
Epoch 1/1... Discriminator Loss: 0.8149... Generator Loss: 0.8520
Epoch 1/1... Discriminator Loss: 0.2710... Generator Loss: 2.5066
Epoch 1/1... Discriminator Loss: 1.0575... Generator Loss: 0.6526
Epoch 1/1... Discriminator Loss: 0.9719... Generator Loss: 0.6507
Epoch 1/1... Discriminator Loss: 0.3245... Generator Loss: 3.7904
Epoch 1/1... Discriminator Loss: 0.6708... Generator Loss: 1.1645
Epoch 1/1... Discriminator Loss: 0.4026... Generator Loss: 2.2921
Epoch 1/1... Discriminator Loss: 0.5002... Generator Loss: 2.2680
Epoch 1/1... Discriminator Loss: 1.1202... Generator Loss: 0.5257
Epoch 1/1... Discriminator Loss: 0.4700... Generator Loss: 2.0257
Epoch 1/1... Discriminator Loss: 0.6827... Generator Loss: 2.5178
Epoch 1/1... Discriminator Loss: 0.3462... Generator Loss: 3.5797
Epoch 1/1... Discriminator Loss: 1.3849... Generator Loss: 0.4173
Epoch 1/1... Discriminator Loss: 0.6573... Generator Loss: 1.1014
Epoch 1/1... Discriminator Loss: 0.4776... Generator Loss: 1.5571
Epoch 1/1... Discriminator Loss: 0.6175... Generator Loss: 1.7746
Epoch 1/1... Discriminator Loss: 0.3626... Generator Loss: 3.2088
Epoch 1/1... Discriminator Loss: 1.1525... Generator Loss: 0.6255
Epoch 1/1... Discriminator Loss: 0.6588... Generator Loss: 1.2647
Epoch 1/1... Discriminator Loss: 0.4674... Generator Loss: 1.7609
Epoch 1/1... Discriminator Loss: 0.4986... Generator Loss: 1.7638
Epoch 1/1... Discriminator Loss: 0.4859... Generator Loss: 1.6177
Epoch 1/1... Discriminator Loss: 0.2781... Generator Loss: 3.0211
Epoch 1/1... Discriminator Loss: 0.3338... Generator Loss: 2.5662
Epoch 1/1... Discriminator Loss: 0.3925... Generator Loss: 1.7430
Epoch 1/1... Discriminator Loss: 0.4831... Generator Loss: 1.6624
Epoch 1/1... Discriminator Loss: 0.8172... Generator Loss: 1.2548
Epoch 1/1... Discriminator Loss: 0.9412... Generator Loss: 0.7225
Epoch 1/1... Discriminator Loss: 0.4573... Generator Loss: 1.9601
Epoch 1/1... Discriminator Loss: 0.9848... Generator Loss: 0.7393
Epoch 1/1... Discriminator Loss: 0.4828... Generator Loss: 1.4365
Epoch 1/1... Discriminator Loss: 0.5241... Generator Loss: 1.1581
Epoch 1/1... Discriminator Loss: 0.3186... Generator Loss: 3.3747
Epoch 1/1... Discriminator Loss: 0.4335... Generator Loss: 2.3333
Epoch 1/1... Discriminator Loss: 0.3925... Generator Loss: 3.8072
Epoch 1/1... Discriminator Loss: 0.3344... Generator Loss: 1.9365
Epoch 1/1... Discriminator Loss: 0.3326... Generator Loss: 2.5030
Epoch 1/1... Discriminator Loss: 0.7274... Generator Loss: 1.1056
Epoch 1/1... Discriminator Loss: 0.5822... Generator Loss: 2.2777
Epoch 1/1... Discriminator Loss: 0.7503... Generator Loss: 0.9667
Epoch 1/1... Discriminator Loss: 0.4839... Generator Loss: 1.9930
Epoch 1/1... Discriminator Loss: 0.7959... Generator Loss: 0.9725
Epoch 1/1... Discriminator Loss: 0.5647... Generator Loss: 1.9830
Epoch 1/1... Discriminator Loss: 0.5865... Generator Loss: 1.3031
Epoch 1/1... Discriminator Loss: 0.5869... Generator Loss: 1.1713
Epoch 1/1... Discriminator Loss: 0.6969... Generator Loss: 1.1062
Epoch 1/1... Discriminator Loss: 0.5542... Generator Loss: 2.0456
Epoch 1/1... Discriminator Loss: 1.0858... Generator Loss: 0.5447
Epoch 1/1... Discriminator Loss: 0.5753... Generator Loss: 1.8237
Epoch 1/1... Discriminator Loss: 0.2752... Generator Loss: 3.2035
Epoch 1/1... Discriminator Loss: 0.3190... Generator Loss: 2.3645
Epoch 1/1... Discriminator Loss: 0.6230... Generator Loss: 1.2397
Epoch 1/1... Discriminator Loss: 0.4500... Generator Loss: 2.2733
Epoch 1/1... Discriminator Loss: 0.9742... Generator Loss: 0.6934
Epoch 1/1... Discriminator Loss: 1.0102... Generator Loss: 0.6341
Epoch 1/1... Discriminator Loss: 0.9203... Generator Loss: 0.9826
Epoch 1/1... Discriminator Loss: 0.4214... Generator Loss: 1.5912
Epoch 1/1... Discriminator Loss: 0.7163... Generator Loss: 0.8951
Epoch 1/1... Discriminator Loss: 0.6020... Generator Loss: 1.0095
Epoch 1/1... Discriminator Loss: 0.9684... Generator Loss: 0.7248
Epoch 1/1... Discriminator Loss: 1.2263... Generator Loss: 0.5101
Epoch 1/1... Discriminator Loss: 0.5370... Generator Loss: 1.2050
Epoch 1/1... Discriminator Loss: 0.4637... Generator Loss: 1.4564
Epoch 1/1... Discriminator Loss: 0.8618... Generator Loss: 0.8695
Epoch 1/1... Discriminator Loss: 0.4613... Generator Loss: 2.9975
Epoch 1/1... Discriminator Loss: 0.7070... Generator Loss: 1.4943
Epoch 1/1... Discriminator Loss: 0.9853... Generator Loss: 0.6821
Epoch 1/1... Discriminator Loss: 0.4603... Generator Loss: 2.7733
Epoch 1/1... Discriminator Loss: 0.4123... Generator Loss: 1.6505
Epoch 1/1... Discriminator Loss: 0.4320... Generator Loss: 2.1597
Epoch 1/1... Discriminator Loss: 1.0182... Generator Loss: 0.5669
Epoch 1/1... Discriminator Loss: 0.5373... Generator Loss: 1.1947
Epoch 1/1... Discriminator Loss: 0.7405... Generator Loss: 1.0106
Epoch 1/1... Discriminator Loss: 1.2690... Generator Loss: 0.5118
Epoch 1/1... Discriminator Loss: 0.5347... Generator Loss: 1.8104
Epoch 1/1... Discriminator Loss: 0.5419... Generator Loss: 1.4733
Epoch 1/1... Discriminator Loss: 0.5406... Generator Loss: 1.3202
Epoch 1/1... Discriminator Loss: 0.5137... Generator Loss: 1.3738
Epoch 1/1... Discriminator Loss: 0.6106... Generator Loss: 1.1519
Epoch 1/1... Discriminator Loss: 0.5495... Generator Loss: 2.7063
Epoch 1/1... Discriminator Loss: 0.5372... Generator Loss: 2.0187
Epoch 1/1... Discriminator Loss: 1.0782... Generator Loss: 0.5352
Epoch 1/1... Discriminator Loss: 0.3591... Generator Loss: 2.0549
Epoch 1/1... Discriminator Loss: 0.4364... Generator Loss: 2.0293
Epoch 1/1... Discriminator Loss: 0.5109... Generator Loss: 2.0662
Epoch 1/1... Discriminator Loss: 0.3416... Generator Loss: 1.8714
Epoch 1/1... Discriminator Loss: 0.3443... Generator Loss: 1.8031
Epoch 1/1... Discriminator Loss: 0.6375... Generator Loss: 1.4680
Epoch 1/1... Discriminator Loss: 0.8100... Generator Loss: 1.0607
Epoch 1/1... Discriminator Loss: 0.4993... Generator Loss: 1.6926
Epoch 1/1... Discriminator Loss: 0.8339... Generator Loss: 0.8721
Epoch 1/1... Discriminator Loss: 0.9479... Generator Loss: 0.8470
Epoch 1/1... Discriminator Loss: 1.1739... Generator Loss: 0.5169
Epoch 1/1... Discriminator Loss: 0.8377... Generator Loss: 0.9808
Epoch 1/1... Discriminator Loss: 0.7401... Generator Loss: 0.8393
Epoch 1/1... Discriminator Loss: 0.6151... Generator Loss: 1.3487
Epoch 1/1... Discriminator Loss: 0.8630... Generator Loss: 0.8367
Epoch 1/1... Discriminator Loss: 0.6247... Generator Loss: 1.5775
Epoch 1/1... Discriminator Loss: 0.6444... Generator Loss: 1.0661
Epoch 1/1... Discriminator Loss: 1.1385... Generator Loss: 0.5452
Epoch 1/1... Discriminator Loss: 0.3734... Generator Loss: 2.0279
Epoch 1/1... Discriminator Loss: 0.8236... Generator Loss: 0.8325
Epoch 1/1... Discriminator Loss: 1.0589... Generator Loss: 0.7982
Epoch 1/1... Discriminator Loss: 0.9460... Generator Loss: 0.7574
Epoch 1/1... Discriminator Loss: 1.2396... Generator Loss: 0.6549
Epoch 1/1... Discriminator Loss: 0.7302... Generator Loss: 1.0506
Epoch 1/1... Discriminator Loss: 0.9720... Generator Loss: 0.7185
Epoch 1/1... Discriminator Loss: 0.7177... Generator Loss: 1.2546
Epoch 1/1... Discriminator Loss: 0.8017... Generator Loss: 1.0583
Epoch 1/1... Discriminator Loss: 1.0070... Generator Loss: 0.7442
Epoch 1/1... Discriminator Loss: 0.5417... Generator Loss: 1.3074
Epoch 1/1... Discriminator Loss: 0.6831... Generator Loss: 1.3328
Epoch 1/1... Discriminator Loss: 1.2718... Generator Loss: 0.4684
Epoch 1/1... Discriminator Loss: 0.7323... Generator Loss: 0.9514
Epoch 1/1... Discriminator Loss: 0.8589... Generator Loss: 0.9786
Epoch 1/1... Discriminator Loss: 1.0495... Generator Loss: 0.6651
Epoch 1/1... Discriminator Loss: 1.0173... Generator Loss: 0.7206
Epoch 1/1... Discriminator Loss: 0.3827... Generator Loss: 2.7556
Epoch 1/1... Discriminator Loss: 0.3873... Generator Loss: 1.7182
Epoch 1/1... Discriminator Loss: 1.2804... Generator Loss: 0.5568
Epoch 1/1... Discriminator Loss: 0.5286... Generator Loss: 1.4940
Epoch 1/1... Discriminator Loss: 0.5490... Generator Loss: 1.8429
Epoch 1/1... Discriminator Loss: 0.5475... Generator Loss: 1.4396
Epoch 1/1... Discriminator Loss: 0.6188... Generator Loss: 1.6473
Epoch 1/1... Discriminator Loss: 1.3677... Generator Loss: 0.4343
Epoch 1/1... Discriminator Loss: 1.0251... Generator Loss: 0.8389
Epoch 1/1... Discriminator Loss: 0.4264... Generator Loss: 1.8027
Epoch 1/1... Discriminator Loss: 0.2781... Generator Loss: 3.1549
Epoch 1/1... Discriminator Loss: 1.2718... Generator Loss: 0.4733
Epoch 1/1... Discriminator Loss: 0.4070... Generator Loss: 2.6654
Epoch 1/1... Discriminator Loss: 0.7993... Generator Loss: 0.9379
Epoch 1/1... Discriminator Loss: 0.4055... Generator Loss: 2.9083
Epoch 1/1... Discriminator Loss: 0.2969... Generator Loss: 2.5689
Epoch 1/1... Discriminator Loss: 0.4205... Generator Loss: 2.0185
Epoch 1/1... Discriminator Loss: 0.4595... Generator Loss: 2.2889
Epoch 1/1... Discriminator Loss: 0.5965... Generator Loss: 1.4527
Epoch 1/1... Discriminator Loss: 0.5018... Generator Loss: 1.8535
Epoch 1/1... Discriminator Loss: 1.0456... Generator Loss: 0.5508
Epoch 1/1... Discriminator Loss: 0.3629... Generator Loss: 2.3388
Epoch 1/1... Discriminator Loss: 1.1595... Generator Loss: 0.4719
Epoch 1/1... Discriminator Loss: 0.5581... Generator Loss: 1.6560
Epoch 1/1... Discriminator Loss: 0.6215... Generator Loss: 1.2091
Epoch 1/1... Discriminator Loss: 0.5927... Generator Loss: 1.1244
Epoch 1/1... Discriminator Loss: 0.5086... Generator Loss: 1.6190
Epoch 1/1... Discriminator Loss: 0.9238... Generator Loss: 0.7665
Epoch 1/1... Discriminator Loss: 0.4234... Generator Loss: 1.8213
Epoch 1/1... Discriminator Loss: 1.2066... Generator Loss: 0.5316
Epoch 1/1... Discriminator Loss: 0.3692... Generator Loss: 1.8926
Epoch 1/1... Discriminator Loss: 0.9621... Generator Loss: 0.7260
Epoch 1/1... Discriminator Loss: 0.7202... Generator Loss: 1.0222
Epoch 1/1... Discriminator Loss: 0.6483... Generator Loss: 1.4773
Epoch 1/1... Discriminator Loss: 0.4691... Generator Loss: 2.3394
Epoch 1/1... Discriminator Loss: 1.2442... Generator Loss: 0.5235
Epoch 1/1... Discriminator Loss: 0.8703... Generator Loss: 0.8065
Epoch 1/1... Discriminator Loss: 0.3935... Generator Loss: 1.9244
Epoch 1/1... Discriminator Loss: 0.8654... Generator Loss: 0.8414
Epoch 1/1... Discriminator Loss: 0.6974... Generator Loss: 1.3331
Epoch 1/1... Discriminator Loss: 0.9315... Generator Loss: 0.7080
Epoch 1/1... Discriminator Loss: 0.8205... Generator Loss: 1.6092
Epoch 1/1... Discriminator Loss: 1.2333... Generator Loss: 0.4670
Epoch 1/1... Discriminator Loss: 0.9776... Generator Loss: 0.7767
Epoch 1/1... Discriminator Loss: 1.1689... Generator Loss: 0.6267
Epoch 1/1... Discriminator Loss: 1.0700... Generator Loss: 0.7439
Epoch 1/1... Discriminator Loss: 0.8617... Generator Loss: 0.8627
Epoch 1/1... Discriminator Loss: 0.5579... Generator Loss: 4.0208
Epoch 1/1... Discriminator Loss: 0.2743... Generator Loss: 2.4403
Epoch 1/1... Discriminator Loss: 1.1981... Generator Loss: 0.5116
Epoch 1/1... Discriminator Loss: 0.7555... Generator Loss: 1.0627
Epoch 1/1... Discriminator Loss: 0.4344... Generator Loss: 2.0002
Epoch 1/1... Discriminator Loss: 0.4402... Generator Loss: 2.3171
Epoch 1/1... Discriminator Loss: 0.9842... Generator Loss: 0.7857
Epoch 1/1... Discriminator Loss: 0.3586... Generator Loss: 2.1613
Epoch 1/1... Discriminator Loss: 0.2978... Generator Loss: 1.9469
Epoch 1/1... Discriminator Loss: 0.6153... Generator Loss: 1.6896
Epoch 1/1... Discriminator Loss: 1.0095... Generator Loss: 0.7145
Epoch 1/1... Discriminator Loss: 0.8788... Generator Loss: 0.9597
Epoch 1/1... Discriminator Loss: 0.7264... Generator Loss: 0.9387
Epoch 1/1... Discriminator Loss: 0.7757... Generator Loss: 1.0099
Epoch 1/1... Discriminator Loss: 0.8621... Generator Loss: 1.2439
Epoch 1/1... Discriminator Loss: 1.2062... Generator Loss: 0.5842
Epoch 1/1... Discriminator Loss: 0.7770... Generator Loss: 0.9993
Epoch 1/1... Discriminator Loss: 0.3665... Generator Loss: 3.0003
Epoch 1/1... Discriminator Loss: 0.6494... Generator Loss: 1.6694
Epoch 1/1... Discriminator Loss: 0.7898... Generator Loss: 0.9192
Epoch 1/1... Discriminator Loss: 1.0004... Generator Loss: 0.5654
Epoch 1/1... Discriminator Loss: 0.4224... Generator Loss: 2.6145
Epoch 1/1... Discriminator Loss: 0.3791... Generator Loss: 1.6242
Epoch 1/1... Discriminator Loss: 0.4282... Generator Loss: 1.5156
Epoch 1/1... Discriminator Loss: 0.5103... Generator Loss: 1.3373
Epoch 1/1... Discriminator Loss: 0.3929... Generator Loss: 2.0417
Epoch 1/1... Discriminator Loss: 0.9652... Generator Loss: 0.8928
Epoch 1/1... Discriminator Loss: 0.5711... Generator Loss: 1.7412
Epoch 1/1... Discriminator Loss: 0.7532... Generator Loss: 1.0772
Epoch 1/1... Discriminator Loss: 0.5340... Generator Loss: 2.3528
Epoch 1/1... Discriminator Loss: 0.7479... Generator Loss: 0.9663
Epoch 1/1... Discriminator Loss: 0.4505... Generator Loss: 1.7544
Epoch 1/1... Discriminator Loss: 0.4130... Generator Loss: 2.6843
Epoch 1/1... Discriminator Loss: 0.5748... Generator Loss: 1.3775
Epoch 1/1... Discriminator Loss: 0.7638... Generator Loss: 1.1239
Epoch 1/1... Discriminator Loss: 0.5341... Generator Loss: 1.4943
Epoch 1/1... Discriminator Loss: 0.9936... Generator Loss: 2.1725
Epoch 1/1... Discriminator Loss: 0.4041... Generator Loss: 1.7274
Epoch 1/1... Discriminator Loss: 0.4015... Generator Loss: 3.1225
Epoch 1/1... Discriminator Loss: 0.3014... Generator Loss: 3.0106
Epoch 1/1... Discriminator Loss: 0.3930... Generator Loss: 2.2589
Epoch 1/1... Discriminator Loss: 0.4451... Generator Loss: 2.7563
Epoch 1/1... Discriminator Loss: 0.9325... Generator Loss: 0.8318
Epoch 1/1... Discriminator Loss: 1.0793... Generator Loss: 0.7365
Epoch 1/1... Discriminator Loss: 0.7410... Generator Loss: 1.0270
Epoch 1/1... Discriminator Loss: 0.8662... Generator Loss: 0.7026
Epoch 1/1... Discriminator Loss: 0.5160... Generator Loss: 1.8293
Epoch 1/1... Discriminator Loss: 0.4810... Generator Loss: 1.6767
Epoch 1/1... Discriminator Loss: 1.4694... Generator Loss: 0.4172
Epoch 1/1... Discriminator Loss: 0.6662... Generator Loss: 1.0784
Epoch 1/1... Discriminator Loss: 0.7057... Generator Loss: 1.2633
Epoch 1/1... Discriminator Loss: 0.5640... Generator Loss: 1.5945
Epoch 1/1... Discriminator Loss: 0.3312... Generator Loss: 2.4612
Epoch 1/1... Discriminator Loss: 0.5377... Generator Loss: 1.4309
Epoch 1/1... Discriminator Loss: 0.4806... Generator Loss: 1.2601
Epoch 1/1... Discriminator Loss: 0.8792... Generator Loss: 0.8235
Epoch 1/1... Discriminator Loss: 0.6672... Generator Loss: 1.0669
Epoch 1/1... Discriminator Loss: 0.9735... Generator Loss: 0.6572
Epoch 1/1... Discriminator Loss: 0.3620... Generator Loss: 1.9875
Epoch 1/1... Discriminator Loss: 0.4311... Generator Loss: 1.8618
Epoch 1/1... Discriminator Loss: 0.7320... Generator Loss: 0.9711
Epoch 1/1... Discriminator Loss: 0.8911... Generator Loss: 0.7411
Epoch 1/1... Discriminator Loss: 0.7265... Generator Loss: 1.3208
Epoch 1/1... Discriminator Loss: 1.3093... Generator Loss: 0.4747
Epoch 1/1... Discriminator Loss: 0.5370... Generator Loss: 2.0402
Epoch 1/1... Discriminator Loss: 0.5329... Generator Loss: 1.4453
Epoch 1/1... Discriminator Loss: 0.7092... Generator Loss: 1.2322
Epoch 1/1... Discriminator Loss: 0.4228... Generator Loss: 3.6641
Epoch 1/1... Discriminator Loss: 0.6370... Generator Loss: 1.3250
Epoch 1/1... Discriminator Loss: 0.4090... Generator Loss: 3.0039
Epoch 1/1... Discriminator Loss: 0.4412... Generator Loss: 1.9681
Epoch 1/1... Discriminator Loss: 0.5742... Generator Loss: 1.5588
Epoch 1/1... Discriminator Loss: 0.3609... Generator Loss: 1.9870
Epoch 1/1... Discriminator Loss: 0.4298... Generator Loss: 2.0484
Epoch 1/1... Discriminator Loss: 0.4182... Generator Loss: 2.0276
Epoch 1/1... Discriminator Loss: 0.6160... Generator Loss: 1.4072
Epoch 1/1... Discriminator Loss: 1.2535... Generator Loss: 0.4369
Epoch 1/1... Discriminator Loss: 0.5850... Generator Loss: 1.6874
Epoch 1/1... Discriminator Loss: 0.5467... Generator Loss: 1.3349
Epoch 1/1... Discriminator Loss: 1.0897... Generator Loss: 0.8186
Epoch 1/1... Discriminator Loss: 0.5225... Generator Loss: 1.3011
Epoch 1/1... Discriminator Loss: 0.4929... Generator Loss: 2.1169
Epoch 1/1... Discriminator Loss: 1.0094... Generator Loss: 0.6591
Epoch 1/1... Discriminator Loss: 1.0604... Generator Loss: 0.6591
Epoch 1/1... Discriminator Loss: 0.9387... Generator Loss: 0.6795
Epoch 1/1... Discriminator Loss: 1.0262... Generator Loss: 0.7437
Epoch 1/1... Discriminator Loss: 1.0383... Generator Loss: 0.6828
Epoch 1/1... Discriminator Loss: 1.0856... Generator Loss: 0.8579
Epoch 1/1... Discriminator Loss: 0.7121... Generator Loss: 1.1173
Epoch 1/1... Discriminator Loss: 0.7951... Generator Loss: 0.9120
Epoch 1/1... Discriminator Loss: 1.0840... Generator Loss: 0.6714
Epoch 1/1... Discriminator Loss: 0.6440... Generator Loss: 1.5164
Epoch 1/1... Discriminator Loss: 1.1741... Generator Loss: 0.7078
Epoch 1/1... Discriminator Loss: 0.6677... Generator Loss: 1.7123
Epoch 1/1... Discriminator Loss: 0.7864... Generator Loss: 1.2760
Epoch 1/1... Discriminator Loss: 0.9381... Generator Loss: 0.7211
Epoch 1/1... Discriminator Loss: 0.4400... Generator Loss: 1.5620
Epoch 1/1... Discriminator Loss: 0.7138... Generator Loss: 1.1454
Epoch 1/1... Discriminator Loss: 0.9368... Generator Loss: 0.8789
Epoch 1/1... Discriminator Loss: 0.5705... Generator Loss: 2.0195
Epoch 1/1... Discriminator Loss: 0.6248... Generator Loss: 1.3425
Epoch 1/1... Discriminator Loss: 0.9269... Generator Loss: 0.7539
Epoch 1/1... Discriminator Loss: 0.6558... Generator Loss: 1.3141
Epoch 1/1... Discriminator Loss: 0.7934... Generator Loss: 1.2101
Epoch 1/1... Discriminator Loss: 0.4966... Generator Loss: 2.2706
Epoch 1/1... Discriminator Loss: 0.2988... Generator Loss: 2.3464
Epoch 1/1... Discriminator Loss: 0.8709... Generator Loss: 1.0290
Epoch 1/1... Discriminator Loss: 0.5062... Generator Loss: 2.2434
Epoch 1/1... Discriminator Loss: 0.4013... Generator Loss: 1.4985
Epoch 1/1... Discriminator Loss: 1.1713... Generator Loss: 0.6582
Epoch 1/1... Discriminator Loss: 0.5524... Generator Loss: 1.5332
Epoch 1/1... Discriminator Loss: 0.7701... Generator Loss: 1.2384
Epoch 1/1... Discriminator Loss: 0.4480... Generator Loss: 1.5327
Epoch 1/1... Discriminator Loss: 0.8001... Generator Loss: 1.1421
Epoch 1/1... Discriminator Loss: 1.2453... Generator Loss: 0.5338
Epoch 1/1... Discriminator Loss: 0.6274... Generator Loss: 1.3902
Epoch 1/1... Discriminator Loss: 0.3601... Generator Loss: 2.0632
Epoch 1/1... Discriminator Loss: 0.4958... Generator Loss: 1.4048
Epoch 1/1... Discriminator Loss: 1.1255... Generator Loss: 0.6079
Epoch 1/1... Discriminator Loss: 1.1745... Generator Loss: 0.6079
Epoch 1/1... Discriminator Loss: 0.9273... Generator Loss: 0.9305
Epoch 1/1... Discriminator Loss: 0.2685... Generator Loss: 2.5114
Epoch 1/1... Discriminator Loss: 1.1180... Generator Loss: 0.6198
Epoch 1/1... Discriminator Loss: 0.9371... Generator Loss: 0.9011
Epoch 1/1... Discriminator Loss: 1.1135... Generator Loss: 0.6326
Epoch 1/1... Discriminator Loss: 0.6995... Generator Loss: 1.2290
Epoch 1/1... Discriminator Loss: 0.5103... Generator Loss: 1.6368
Epoch 1/1... Discriminator Loss: 0.6433... Generator Loss: 1.2482
Epoch 1/1... Discriminator Loss: 0.6818... Generator Loss: 1.3224
Epoch 1/1... Discriminator Loss: 1.3171... Generator Loss: 0.4117
Epoch 1/1... Discriminator Loss: 0.8904... Generator Loss: 0.7777
Epoch 1/1... Discriminator Loss: 0.9482... Generator Loss: 0.7810
Epoch 1/1... Discriminator Loss: 1.0185... Generator Loss: 0.6983
Epoch 1/1... Discriminator Loss: 0.6423... Generator Loss: 1.7064
Epoch 1/1... Discriminator Loss: 1.0812... Generator Loss: 0.5266
Epoch 1/1... Discriminator Loss: 0.2954... Generator Loss: 3.2815
Epoch 1/1... Discriminator Loss: 0.5177... Generator Loss: 1.4422
Epoch 1/1... Discriminator Loss: 0.6878... Generator Loss: 1.0148
Epoch 1/1... Discriminator Loss: 0.7993... Generator Loss: 1.0825
Epoch 1/1... Discriminator Loss: 0.6610... Generator Loss: 1.2333
Epoch 1/1... Discriminator Loss: 1.0363... Generator Loss: 0.6558
Epoch 1/1... Discriminator Loss: 0.8825... Generator Loss: 0.8700
Epoch 1/1... Discriminator Loss: 0.9871... Generator Loss: 0.6934
Epoch 1/1... Discriminator Loss: 0.7825... Generator Loss: 1.0442
Epoch 1/1... Discriminator Loss: 0.6860... Generator Loss: 1.1472
Epoch 1/1... Discriminator Loss: 1.1697... Generator Loss: 0.7201
Epoch 1/1... Discriminator Loss: 0.4998... Generator Loss: 1.9309
Epoch 1/1... Discriminator Loss: 0.5608... Generator Loss: 1.7136
Epoch 1/1... Discriminator Loss: 0.3756... Generator Loss: 2.4091
Epoch 1/1... Discriminator Loss: 0.3491... Generator Loss: 1.8478
Epoch 1/1... Discriminator Loss: 0.4746... Generator Loss: 1.5941
Epoch 1/1... Discriminator Loss: 0.6092... Generator Loss: 1.4127
Epoch 1/1... Discriminator Loss: 0.6058... Generator Loss: 1.3336
Epoch 1/1... Discriminator Loss: 0.4323... Generator Loss: 2.3126
Epoch 1/1... Discriminator Loss: 0.7232... Generator Loss: 1.1794
Epoch 1/1... Discriminator Loss: 0.3834... Generator Loss: 1.7570
Epoch 1/1... Discriminator Loss: 0.6238... Generator Loss: 1.0502
Epoch 1/1... Discriminator Loss: 0.4271... Generator Loss: 1.6881
Epoch 1/1... Discriminator Loss: 0.8248... Generator Loss: 0.8928
Epoch 1/1... Discriminator Loss: 1.3456... Generator Loss: 0.4135
Epoch 1/1... Discriminator Loss: 0.5976... Generator Loss: 1.4303
Epoch 1/1... Discriminator Loss: 0.8766... Generator Loss: 0.7094
Epoch 1/1... Discriminator Loss: 0.5951... Generator Loss: 1.1918
Epoch 1/1... Discriminator Loss: 0.9939... Generator Loss: 0.6531
Epoch 1/1... Discriminator Loss: 1.2127... Generator Loss: 0.5281
Epoch 1/1... Discriminator Loss: 0.5316... Generator Loss: 1.7017
Epoch 1/1... Discriminator Loss: 0.8947... Generator Loss: 0.7754
Epoch 1/1... Discriminator Loss: 1.1758... Generator Loss: 0.5902
Epoch 1/1... Discriminator Loss: 0.1989... Generator Loss: 3.1783
Epoch 1/1... Discriminator Loss: 1.0414... Generator Loss: 0.7573
Epoch 1/1... Discriminator Loss: 0.8748... Generator Loss: 0.9749
Epoch 1/1... Discriminator Loss: 1.4186... Generator Loss: 0.3725
Epoch 1/1... Discriminator Loss: 1.2014... Generator Loss: 0.5825
Epoch 1/1... Discriminator Loss: 1.1916... Generator Loss: 0.6152
Epoch 1/1... Discriminator Loss: 0.5237... Generator Loss: 1.4650
Epoch 1/1... Discriminator Loss: 0.3695... Generator Loss: 1.9802
Epoch 1/1... Discriminator Loss: 1.1327... Generator Loss: 0.5581
Epoch 1/1... Discriminator Loss: 1.0066... Generator Loss: 1.0003
Epoch 1/1... Discriminator Loss: 0.6260... Generator Loss: 1.3073
Epoch 1/1... Discriminator Loss: 0.4605... Generator Loss: 1.6935
Epoch 1/1... Discriminator Loss: 0.4973... Generator Loss: 1.5601
Epoch 1/1... Discriminator Loss: 0.8620... Generator Loss: 1.0080
Epoch 1/1... Discriminator Loss: 0.9906... Generator Loss: 0.7787
Epoch 1/1... Discriminator Loss: 0.7737... Generator Loss: 1.0408
Epoch 1/1... Discriminator Loss: 0.5781... Generator Loss: 2.0004
Epoch 1/1... Discriminator Loss: 1.0384... Generator Loss: 0.7706
Epoch 1/1... Discriminator Loss: 1.1166... Generator Loss: 0.5651
Epoch 1/1... Discriminator Loss: 0.4386... Generator Loss: 1.5328
Epoch 1/1... Discriminator Loss: 1.0748... Generator Loss: 0.6209
Epoch 1/1... Discriminator Loss: 0.6244... Generator Loss: 1.1369
Epoch 1/1... Discriminator Loss: 0.5646... Generator Loss: 1.3995
Epoch 1/1... Discriminator Loss: 0.7123... Generator Loss: 1.1114
Epoch 1/1... Discriminator Loss: 0.7280... Generator Loss: 1.4485
Epoch 1/1... Discriminator Loss: 1.3666... Generator Loss: 0.4890
Epoch 1/1... Discriminator Loss: 0.8314... Generator Loss: 0.8735
Epoch 1/1... Discriminator Loss: 0.9550... Generator Loss: 0.8565
Epoch 1/1... Discriminator Loss: 1.1448... Generator Loss: 0.6988
Epoch 1/1... Discriminator Loss: 1.0434... Generator Loss: 0.6197
Epoch 1/1... Discriminator Loss: 0.5760... Generator Loss: 1.2068
Epoch 1/1... Discriminator Loss: 1.1964... Generator Loss: 0.7090
Epoch 1/1... Discriminator Loss: 0.6817... Generator Loss: 0.9134
Epoch 1/1... Discriminator Loss: 0.4964... Generator Loss: 1.7712
Epoch 1/1... Discriminator Loss: 0.9598... Generator Loss: 0.7108
Epoch 1/1... Discriminator Loss: 0.9409... Generator Loss: 0.7703
Epoch 1/1... Discriminator Loss: 1.3859... Generator Loss: 0.5213
Epoch 1/1... Discriminator Loss: 0.5327... Generator Loss: 1.2679
Epoch 1/1... Discriminator Loss: 0.4285... Generator Loss: 2.0207
Epoch 1/1... Discriminator Loss: 0.5238... Generator Loss: 1.2730
Epoch 1/1... Discriminator Loss: 0.5916... Generator Loss: 1.3640
Epoch 1/1... Discriminator Loss: 0.8812... Generator Loss: 0.8286
Epoch 1/1... Discriminator Loss: 0.8372... Generator Loss: 0.8073
Epoch 1/1... Discriminator Loss: 0.6767... Generator Loss: 1.0728
Epoch 1/1... Discriminator Loss: 0.8267... Generator Loss: 1.0618
Epoch 1/1... Discriminator Loss: 1.2946... Generator Loss: 0.4433
Epoch 1/1... Discriminator Loss: 0.9360... Generator Loss: 0.7901
Epoch 1/1... Discriminator Loss: 0.4337... Generator Loss: 2.4726
Epoch 1/1... Discriminator Loss: 1.0563... Generator Loss: 0.8538
Epoch 1/1... Discriminator Loss: 0.7264... Generator Loss: 0.9961
Epoch 1/1... Discriminator Loss: 0.4447... Generator Loss: 1.5792
Epoch 1/1... Discriminator Loss: 0.9030... Generator Loss: 0.8935
Epoch 1/1... Discriminator Loss: 0.3820... Generator Loss: 2.1806
Epoch 1/1... Discriminator Loss: 0.3691... Generator Loss: 3.5604
Epoch 1/1... Discriminator Loss: 0.5138... Generator Loss: 1.6979
Epoch 1/1... Discriminator Loss: 0.8352... Generator Loss: 1.0206
Epoch 1/1... Discriminator Loss: 0.6085... Generator Loss: 1.1716
Epoch 1/1... Discriminator Loss: 1.2515... Generator Loss: 0.5780
Epoch 1/1... Discriminator Loss: 0.7635... Generator Loss: 1.0101
Epoch 1/1... Discriminator Loss: 0.7719... Generator Loss: 1.0508
Epoch 1/1... Discriminator Loss: 0.5289... Generator Loss: 1.6357
Epoch 1/1... Discriminator Loss: 0.4649... Generator Loss: 1.9363
Epoch 1/1... Discriminator Loss: 0.3198... Generator Loss: 2.4444
Epoch 1/1... Discriminator Loss: 0.3505... Generator Loss: 1.8497
Epoch 1/1... Discriminator Loss: 0.3480... Generator Loss: 2.4615
Epoch 1/1... Discriminator Loss: 0.5710... Generator Loss: 1.4395
Epoch 1/1... Discriminator Loss: 1.0238... Generator Loss: 0.5996
Epoch 1/1... Discriminator Loss: 0.8213... Generator Loss: 0.8270
Epoch 1/1... Discriminator Loss: 0.2508... Generator Loss: 3.0276
Epoch 1/1... Discriminator Loss: 0.8467... Generator Loss: 0.8727
Epoch 1/1... Discriminator Loss: 0.4777... Generator Loss: 1.5281
Epoch 1/1... Discriminator Loss: 1.1820... Generator Loss: 0.5326
Epoch 1/1... Discriminator Loss: 0.2830... Generator Loss: 2.1802
Epoch 1/1... Discriminator Loss: 0.8388... Generator Loss: 0.8012
Epoch 1/1... Discriminator Loss: 1.1084... Generator Loss: 0.5974
Epoch 1/1... Discriminator Loss: 0.7010... Generator Loss: 1.2204
Epoch 1/1... Discriminator Loss: 0.7189... Generator Loss: 1.0659
Epoch 1/1... Discriminator Loss: 0.4957... Generator Loss: 1.6198
Epoch 1/1... Discriminator Loss: 0.4479... Generator Loss: 1.6435
Epoch 1/1... Discriminator Loss: 0.7668... Generator Loss: 1.4604
Epoch 1/1... Discriminator Loss: 1.1362... Generator Loss: 0.5761
Epoch 1/1... Discriminator Loss: 0.4021... Generator Loss: 3.6699
Epoch 1/1... Discriminator Loss: 0.5399... Generator Loss: 1.4159
Epoch 1/1... Discriminator Loss: 1.0061... Generator Loss: 1.2539
Epoch 1/1... Discriminator Loss: 1.2734... Generator Loss: 0.4158
Epoch 1/1... Discriminator Loss: 0.9998... Generator Loss: 0.6497
Epoch 1/1... Discriminator Loss: 0.4652... Generator Loss: 1.5660
Epoch 1/1... Discriminator Loss: 0.3556... Generator Loss: 1.9502
Epoch 1/1... Discriminator Loss: 0.6697... Generator Loss: 1.1223
Epoch 1/1... Discriminator Loss: 0.6733... Generator Loss: 1.0861
Epoch 1/1... Discriminator Loss: 0.7396... Generator Loss: 1.0253
Epoch 1/1... Discriminator Loss: 1.2266... Generator Loss: 0.5732
Epoch 1/1... Discriminator Loss: 1.0422... Generator Loss: 0.7675
Epoch 1/1... Discriminator Loss: 0.9136... Generator Loss: 1.1028
Epoch 1/1... Discriminator Loss: 0.3137... Generator Loss: 2.4974
Epoch 1/1... Discriminator Loss: 0.4634... Generator Loss: 1.7443
Epoch 1/1... Discriminator Loss: 0.3578... Generator Loss: 2.2572
Epoch 1/1... Discriminator Loss: 1.0160... Generator Loss: 0.7985
Epoch 1/1... Discriminator Loss: 0.3976... Generator Loss: 1.8381
Epoch 1/1... Discriminator Loss: 0.4327... Generator Loss: 1.3565
Epoch 1/1... Discriminator Loss: 1.0426... Generator Loss: 0.7787
Epoch 1/1... Discriminator Loss: 0.5654... Generator Loss: 1.4281
Epoch 1/1... Discriminator Loss: 0.5497... Generator Loss: 1.5551
Epoch 1/1... Discriminator Loss: 0.4833... Generator Loss: 2.9379
Epoch 1/1... Discriminator Loss: 0.6444... Generator Loss: 1.2004
Epoch 1/1... Discriminator Loss: 0.4502... Generator Loss: 1.6568
Epoch 1/1... Discriminator Loss: 0.8231... Generator Loss: 1.0051
Epoch 1/1... Discriminator Loss: 1.5050... Generator Loss: 0.4345
Epoch 1/1... Discriminator Loss: 0.3951... Generator Loss: 2.3868
Epoch 1/1... Discriminator Loss: 0.3246... Generator Loss: 2.8610
Epoch 1/1... Discriminator Loss: 1.1746... Generator Loss: 0.5174
Epoch 1/1... Discriminator Loss: 0.9898... Generator Loss: 0.6758
Epoch 1/1... Discriminator Loss: 0.7677... Generator Loss: 0.9401
Epoch 1/1... Discriminator Loss: 1.0753... Generator Loss: 0.5956
Epoch 1/1... Discriminator Loss: 1.3454... Generator Loss: 0.4375
Epoch 1/1... Discriminator Loss: 0.8919... Generator Loss: 0.8163
Epoch 1/1... Discriminator Loss: 0.4304... Generator Loss: 2.7181
Epoch 1/1... Discriminator Loss: 0.3705... Generator Loss: 2.3784
Epoch 1/1... Discriminator Loss: 1.0214... Generator Loss: 0.6495
Epoch 1/1... Discriminator Loss: 0.9582... Generator Loss: 0.7097
Epoch 1/1... Discriminator Loss: 0.4343... Generator Loss: 1.8902
Epoch 1/1... Discriminator Loss: 0.5288... Generator Loss: 1.6737
Epoch 1/1... Discriminator Loss: 0.6792... Generator Loss: 1.4666
Epoch 1/1... Discriminator Loss: 0.4287... Generator Loss: 1.8145
Epoch 1/1... Discriminator Loss: 0.9290... Generator Loss: 0.8279
Epoch 1/1... Discriminator Loss: 0.8029... Generator Loss: 0.8355
Epoch 1/1... Discriminator Loss: 0.2909... Generator Loss: 3.1664
Epoch 1/1... Discriminator Loss: 0.7818... Generator Loss: 0.8699
Epoch 1/1... Discriminator Loss: 0.5929... Generator Loss: 2.1390
Epoch 1/1... Discriminator Loss: 1.0418... Generator Loss: 0.6294
Epoch 1/1... Discriminator Loss: 0.4921... Generator Loss: 1.9105
Epoch 1/1... Discriminator Loss: 0.2898... Generator Loss: 2.5639
Epoch 1/1... Discriminator Loss: 0.4703... Generator Loss: 1.7489
Epoch 1/1... Discriminator Loss: 0.7246... Generator Loss: 1.0168
Epoch 1/1... Discriminator Loss: 1.1880... Generator Loss: 0.5430
Epoch 1/1... Discriminator Loss: 1.1699... Generator Loss: 0.5756
Epoch 1/1... Discriminator Loss: 0.2383... Generator Loss: 3.3746
Epoch 1/1... Discriminator Loss: 1.2505... Generator Loss: 0.5126
Epoch 1/1... Discriminator Loss: 0.5429... Generator Loss: 1.2283
Epoch 1/1... Discriminator Loss: 0.5217... Generator Loss: 1.6132
Epoch 1/1... Discriminator Loss: 1.0930... Generator Loss: 0.6308
Epoch 1/1... Discriminator Loss: 0.3860... Generator Loss: 1.9649
Epoch 1/1... Discriminator Loss: 0.6756... Generator Loss: 1.2669
Epoch 1/1... Discriminator Loss: 1.0265... Generator Loss: 0.7601
Epoch 1/1... Discriminator Loss: 0.7017... Generator Loss: 1.1297
Epoch 1/1... Discriminator Loss: 0.5900... Generator Loss: 1.6081
Epoch 1/1... Discriminator Loss: 0.5558... Generator Loss: 1.4318
Epoch 1/1... Discriminator Loss: 0.9292... Generator Loss: 0.7791
Epoch 1/1... Discriminator Loss: 0.4694... Generator Loss: 1.9395
Epoch 1/1... Discriminator Loss: 0.7200... Generator Loss: 0.9559
Epoch 1/1... Discriminator Loss: 0.5431... Generator Loss: 1.2583
Epoch 1/1... Discriminator Loss: 0.3903... Generator Loss: 2.5291
Epoch 1/1... Discriminator Loss: 0.5560... Generator Loss: 1.2812
Epoch 1/1... Discriminator Loss: 0.9078... Generator Loss: 1.2056
Epoch 1/1... Discriminator Loss: 0.5699... Generator Loss: 1.1732
Epoch 1/1... Discriminator Loss: 0.4274... Generator Loss: 2.2401
Epoch 1/1... Discriminator Loss: 0.6115... Generator Loss: 3.8772
Epoch 1/1... Discriminator Loss: 0.6169... Generator Loss: 1.1716
Epoch 1/1... Discriminator Loss: 0.7699... Generator Loss: 0.9601

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.